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Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"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
|
2025-05-01T04:27:29.676Z
|
click
|
product_option
|
rule
|
train
| 600 |
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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-05-01T04:27:29.676Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-05-01T04:27:29.676Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 600,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-17T01:23:12.753Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-17T01:23:12.753Z
|
click
|
nav_bar
|
rule
|
train
| 601 |
2025-04-17T01:23:12.753Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-17T01:23:12.753Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-17T01:23:12.753Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-17T01:23:12.753Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 601,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-17T01:23:12.753Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-17T01:23:48.261Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-17T01:23:48.261Z
|
input
|
ice
|
rule
|
train
| 602 |
2025-04-17T01:23:48.261Z
|
input
|
ice
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-17T01:23:48.261Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-17T01:23:48.261Z\",\"action\": \"input\",\"acion_argument\": \"ice\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-17T01:23:48.261Z\",\"action\": \"input\",\"acion_argument\": \"ice\",}</answer>",
"index": 602,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-17T01:23:48.261Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\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\": \"2025-04-20T14:31:49.289Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:31:49.289Z
|
click
|
suggested_term
|
rule
|
train
| 603 |
2025-04-20T14:31:49.289Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|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": "2025-04-20T14:31:49.289Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T14:31:49.289Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T14:31:49.289Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 603,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\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\": \"2025-04-20T14:31:49.289Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"one blade replacement heads\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave 1 Count (Pack of 4)\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade QP620/50 1 Count (Pack of 1)\", \"asin\": \"B07P9ZGRSV\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Universal Replacement Heads for Blade,Replacement Blades Compatible with Most Major Head Shaver Brands, Easy-to-Install Electric Razor Shaver Heads for Bald Men. (9 Silver) 1 Count (Pack of 1)\", \"asin\": \"B0BYHR4S1Q\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"4PCS LinMei Shaver Replacement Heads Compatible for 1st Generation Microtouch Solo Men's Rechargeable Full Body Hair Trimmer and Shaver Replacement Cutter Head with 2 Clean Brush \", \"asin\": \"B09YQ42KBX\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"5 Blades Head Shaver Replacement Heads Electric Shaver Head Shaver Universal Replacement Blade Electric Razor Shaver Head (5D Black) 1 Count (Pack of 1)\", \"asin\": \"B0B2VXTY8K\", \"price\": \"$12.89\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CDQFVY1J\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0D1LGTTS6\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\", \"asin\": \"B0BNP56GKH\"}],\n\"search_results\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 pack, QP420/80\", \"asin\": \"B0BV11YNBT\", \"price\": \"$27.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 \"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmers-2 Counts\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Brushmo Replacement Toothbrush Heads Compatible with Philips Sonicare One Toothbrush, for HY1200/06 Shadow Black BH1022/06 Brush Head (Shadow Black) 4 Pack\", \"asin\": \"B0CJWNCDY9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n{\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$53.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade QP620/50\", \"asin\": \"B07P9ZGRSV\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips Norelco SH50/52 Shaving Heads, Compatible with Philips Shavers Series 5000 and 6000, Powerful Performance, Self-Sharpening, 3 Pieces, Model SH50/52 Replaces Model HQ9/50, HQ56/50 and RQ11/50\", \"asin\": \"B01DDKS2JO\", \"price\": \"$31.46\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips QP210/51 Oneblade Replaceable Blade (Lime)\", \"asin\": \"B07NGM233W\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 7 left in stock - order soon.\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \\u2013 QP420.50\", \"asin\": \"B0C43JZPXT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx \\u3001 QP65xx\\u3001QP66xx\", \"asin\": \"B0DPQGB8R1\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"HeadBlade HB6 Refill Blades - 6 Stainless Steel Blades for No Tugging or Pulling, Shave Less, Works for Face, Body, and Scalp\", \"asin\": \"B009S7J6RO\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"60 Feather FHS-10 Japanese Steel Razor Blades - Refill for OneBlade Core, Hybrid, & Genesis Razors - Single Blade Razor\", \"asin\": \"B07FTMLW3D\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"OneBlade HiCarbon SE Safety Razor Blades - Replacement Blades for OneBlade Element, Genesis, Dawn, Core and Hybrid Razor - Single Edge Blade for Shaving\", \"asin\": \"B0DTV4NC2G\", \"price\": \"$39.95\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"B07R3CFCXK\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"QP610/80 NORELCO ONE BLADE BODY KIT ACC PHILIPS\", \"asin\": \"B078S89SSL\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n{\"title\": \"Pro Blades Shaver Replacement Head Compatible with Remington Balder Head Shaver Model XR7000,Stainless Steel Replacement Blades Precision Electric Shaving for Bald Men(1pack)\", \"asin\": \"B0CVY129M1\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-PCS Electric Shaver Replacement Heads, Compatible with Shavers: QP2520, QP2530, QP6510, QP6520, QP6530, QP2515\", \"asin\": \"B0DS9LKSKF\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n{\"title\": \"Replacement Heads for Electric Shaver Cleaning Trimmer Head Solo Trimmer Replacement Cutter Head Hybrid Razors Blades (Pack of 6)\", \"asin\": \"B07TCDVKQV\", \"price\": \"$14.49\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Philips Norelco OneBlade Intimate Pubic and Personal Body Groomer, QP1924/70 + Philips Norelco OneBlade Intimate SkinProtect Replacement Blade 2 pack, QP229/80\", \"asin\": \"B0CRGGSN5X\", \"price\": \"$59.95\", \"delivery\": \"Delivery Tue, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:33:20.774Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:33:20.774Z
|
click_product
|
B0743KVCJC
|
rule
|
train
| 604 |
2025-04-20T14:33:20.774Z
|
click_product
|
B0743KVCJC
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "one blade replacement heads"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave 1 Count (Pack of 4)", "asin": "B0DYVCP9VV", "price": "$26.99", "quantity": ""},
{"title": "Philips OneBlade QP620/50 1 Count (Pack of 1)", "asin": "B07P9ZGRSV", "price": "$27.99", "quantity": ""},
{"title": "Universal Replacement Heads for Blade,Replacement Blades Compatible with Most Major Head Shaver Brands, Easy-to-Install Electric Razor Shaver Heads for Bald Men. (9 Silver) 1 Count (Pack of 1)", "asin": "B0BYHR4S1Q", "price": "$17.99", "quantity": ""},
{"title": "4PCS LinMei Shaver Replacement Heads Compatible for 1st Generation Microtouch Solo Men's Rechargeable Full Body Hair Trimmer and Shaver Replacement Cutter Head with 2 Clean Brush ", "asin": "B09YQ42KBX", "price": "$12.99", "quantity": ""},
{"title": "5 Blades Head Shaver Replacement Heads Electric Shaver Head Shaver Universal Replacement Blade Electric Razor Shaver Head (5D Black) 1 Count (Pack of 1)", "asin": "B0B2VXTY8K", "price": "$12.89", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0CDQFVY1J"},
{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0D1LGTTS6"},
{"title": "Go to detail page for \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.", "asin": "B0BNP56GKH"}],
"search_results": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 pack, QP420/80", "asin": "B0BV11YNBT", "price": "$27.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$34.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21 "},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 "},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmers-2 Counts", "asin": "B0DPKXK5P5", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon."},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Brushmo Replacement Toothbrush Heads Compatible with Philips Sonicare One Toothbrush, for HY1200/06 Shadow Black BH1022/06 Brush Head (Shadow Black) 4 Pack", "asin": "B0CJWNCDY9", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.44", "delivery": "FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28"},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.29", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$53.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade QP620/50", "asin": "B07P9ZGRSV", "price": "$27.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco SH50/52 Shaving Heads, Compatible with Philips Shavers Series 5000 and 6000, Powerful Performance, Self-Sharpening, 3 Pieces, Model SH50/52 Replaces Model HQ9/50, HQ56/50 and RQ11/50", "asin": "B01DDKS2JO", "price": "$31.46", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips QP210/51 Oneblade Replaceable Blade (Lime)", "asin": "B07NGM233W", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 7 left in stock - order soon."},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon."},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \u2013 QP420.50", "asin": "B0C43JZPXT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx \u3001 QP65xx\u3001QP66xx", "asin": "B0DPQGB8R1", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon."},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "HeadBlade HB6 Refill Blades - 6 Stainless Steel Blades for No Tugging or Pulling, Shave Less, Works for Face, Body, and Scalp", "asin": "B009S7J6RO", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "60 Feather FHS-10 Japanese Steel Razor Blades - Refill for OneBlade Core, Hybrid, & Genesis Razors - Single Blade Razor", "asin": "B07FTMLW3D", "price": "$55.00", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "OneBlade HiCarbon SE Safety Razor Blades - Replacement Blades for OneBlade Element, Genesis, Dawn, Core and Hybrid Razor - Single Edge Blade for Shaving", "asin": "B0DTV4NC2G", "price": "$39.95", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation", "asin": "B07R3CFCXK", "price": "$34.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "QP610/80 NORELCO ONE BLADE BODY KIT ACC PHILIPS", "asin": "B078S89SSL", "price": "$17.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "Pro Blades Shaver Replacement Head Compatible with Remington Balder Head Shaver Model XR7000,Stainless Steel Replacement Blades Precision Electric Shaving for Bald Men(1pack)", "asin": "B0CVY129M1", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-PCS Electric Shaver Replacement Heads, Compatible with Shavers: QP2520, QP2530, QP6510, QP6520, QP6530, QP2515", "asin": "B0DS9LKSKF", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 24 - 28 Only 11 left in stock - order soon."},
{"title": "Replacement Heads for Electric Shaver Cleaning Trimmer Head Solo Trimmer Replacement Cutter Head Hybrid Razors Blades (Pack of 6)", "asin": "B07TCDVKQV", "price": "$14.49", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 4 left in stock - order soon."},
{"title": "Philips Norelco OneBlade Intimate Pubic and Personal Body Groomer, QP1924/70 + Philips Norelco OneBlade Intimate SkinProtect Replacement Blade 2 pack, QP229/80", "asin": "B0CRGGSN5X", "price": "$59.95", "delivery": "Delivery Tue, Apr 22"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T14:33:20.774Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T14:33:20.774Z\",\"action\": \"click_product\",\"acion_argument\": \"B0743KVCJC\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T14:33:20.774Z\",\"action\": \"click_product\",\"acion_argument\": \"B0743KVCJC\",}</answer>",
"index": 604,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"one blade replacement heads\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave 1 Count (Pack of 4)\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade QP620/50 1 Count (Pack of 1)\", \"asin\": \"B07P9ZGRSV\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Universal Replacement Heads for Blade,Replacement Blades Compatible with Most Major Head Shaver Brands, Easy-to-Install Electric Razor Shaver Heads for Bald Men. (9 Silver) 1 Count (Pack of 1)\", \"asin\": \"B0BYHR4S1Q\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"4PCS LinMei Shaver Replacement Heads Compatible for 1st Generation Microtouch Solo Men's Rechargeable Full Body Hair Trimmer and Shaver Replacement Cutter Head with 2 Clean Brush \", \"asin\": \"B09YQ42KBX\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"5 Blades Head Shaver Replacement Heads Electric Shaver Head Shaver Universal Replacement Blade Electric Razor Shaver Head (5D Black) 1 Count (Pack of 1)\", \"asin\": \"B0B2VXTY8K\", \"price\": \"$12.89\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CDQFVY1J\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0D1LGTTS6\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\", \"asin\": \"B0BNP56GKH\"}],\n\"search_results\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 pack, QP420/80\", \"asin\": \"B0BV11YNBT\", \"price\": \"$27.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 \"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmers-2 Counts\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Brushmo Replacement Toothbrush Heads Compatible with Philips Sonicare One Toothbrush, for HY1200/06 Shadow Black BH1022/06 Brush Head (Shadow Black) 4 Pack\", \"asin\": \"B0CJWNCDY9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n{\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$53.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade QP620/50\", \"asin\": \"B07P9ZGRSV\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips Norelco SH50/52 Shaving Heads, Compatible with Philips Shavers Series 5000 and 6000, Powerful Performance, Self-Sharpening, 3 Pieces, Model SH50/52 Replaces Model HQ9/50, HQ56/50 and RQ11/50\", \"asin\": \"B01DDKS2JO\", \"price\": \"$31.46\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips QP210/51 Oneblade Replaceable Blade (Lime)\", \"asin\": \"B07NGM233W\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 7 left in stock - order soon.\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \\u2013 QP420.50\", \"asin\": \"B0C43JZPXT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx \\u3001 QP65xx\\u3001QP66xx\", \"asin\": \"B0DPQGB8R1\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"HeadBlade HB6 Refill Blades - 6 Stainless Steel Blades for No Tugging or Pulling, Shave Less, Works for Face, Body, and Scalp\", \"asin\": \"B009S7J6RO\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"60 Feather FHS-10 Japanese Steel Razor Blades - Refill for OneBlade Core, Hybrid, & Genesis Razors - Single Blade Razor\", \"asin\": \"B07FTMLW3D\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"OneBlade HiCarbon SE Safety Razor Blades - Replacement Blades for OneBlade Element, Genesis, Dawn, Core and Hybrid Razor - Single Edge Blade for Shaving\", \"asin\": \"B0DTV4NC2G\", \"price\": \"$39.95\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"B07R3CFCXK\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"QP610/80 NORELCO ONE BLADE BODY KIT ACC PHILIPS\", \"asin\": \"B078S89SSL\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n{\"title\": \"Pro Blades Shaver Replacement Head Compatible with Remington Balder Head Shaver Model XR7000,Stainless Steel Replacement Blades Precision Electric Shaving for Bald Men(1pack)\", \"asin\": \"B0CVY129M1\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-PCS Electric Shaver Replacement Heads, Compatible with Shavers: QP2520, QP2530, QP6510, QP6520, QP6530, QP2515\", \"asin\": \"B0DS9LKSKF\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n{\"title\": \"Replacement Heads for Electric Shaver Cleaning Trimmer Head Solo Trimmer Replacement Cutter Head Hybrid Razors Blades (Pack of 6)\", \"asin\": \"B07TCDVKQV\", \"price\": \"$14.49\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Philips Norelco OneBlade Intimate Pubic and Personal Body Groomer, QP1924/70 + Philips Norelco OneBlade Intimate SkinProtect Replacement Blade 2 pack, QP229/80\", \"asin\": \"B0CRGGSN5X\", \"price\": \"$59.95\", \"delivery\": \"Delivery Tue, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:33:20.774Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"one blade replacement heads\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0743KVCJC\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of Three\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53\", \"asin\": \"B01E65ZXSS\", \"price\": \"$37.97\"},\n{\"title\": \"Philips Norelco Replacement Blade for BT9810\", \"asin\": \"B0B75YDCRF\", \"price\": \"$47.99\"},\n{\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$52.99\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\"}]\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\": \"2025-04-20T14:35:11.913Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:35:11.913Z
|
click
|
search
|
rule
|
train
| 605 |
2025-04-20T14:35:11.913Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "one blade replacement heads"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0743KVCJC"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)"},
{"price": "$34.99"},
{"bullet_list": "Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of Three"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53", "asin": "B01E65ZXSS", "price": "$37.97"},
{"title": "Philips Norelco Replacement Blade for BT9810", "asin": "B0B75YDCRF", "price": "$47.99"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$52.99"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99"}]
<|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": "2025-04-20T14:35:11.913Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T14:35:11.913Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T14:35:11.913Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 605,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"one blade replacement heads\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0743KVCJC\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of Three\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53\", \"asin\": \"B01E65ZXSS\", \"price\": \"$37.97\"},\n{\"title\": \"Philips Norelco Replacement Blade for BT9810\", \"asin\": \"B0B75YDCRF\", \"price\": \"$47.99\"},\n{\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$52.99\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\"}]\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\": \"2025-04-20T14:35:11.913Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"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\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0743KVCJC\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of Three\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53\", \"asin\": \"B01E65ZXSS\", \"price\": \"$37.97\"},\n{\"title\": \"Philips Norelco Replacement Blade for BT9810\", \"asin\": \"B0B75YDCRF\", \"price\": \"$47.99\"},\n{\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$52.99\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\"}]\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\": \"2025-04-20T14:35:15.713Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:35:15.713Z
|
click
|
search
|
rule
|
train
| 606 |
2025-04-20T14:35:15.713Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0743KVCJC"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)"},
{"price": "$34.99"},
{"bullet_list": "Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of Three"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53", "asin": "B01E65ZXSS", "price": "$37.97"},
{"title": "Philips Norelco Replacement Blade for BT9810", "asin": "B0B75YDCRF", "price": "$47.99"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$52.99"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99"}]
<|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": "2025-04-20T14:35:15.713Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T14:35:15.713Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T14:35:15.713Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 606,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"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\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0743KVCJC\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of Three\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53\", \"asin\": \"B01E65ZXSS\", \"price\": \"$37.97\"},\n{\"title\": \"Philips Norelco Replacement Blade for BT9810\", \"asin\": \"B0B75YDCRF\", \"price\": \"$47.99\"},\n{\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$52.99\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\"}]\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\": \"2025-04-20T14:35:15.713Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"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\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CDQFVY1J\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0D1LGTTS6\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\", \"asin\": \"B0BNP56GKH\"}],\n\"search_results\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush\", \"asin\": \"B0D49DZC83\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black\", \"asin\": \"B0DPCX49BZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon.\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 28\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n{\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories\", \"asin\": \"B0DXDMXDS6\", \"price\": \"$14.08\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n{\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n{\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag\", \"asin\": \"B0DBVJK36Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green\", \"asin\": \"B0DPCXH92Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"B07M72WLB5\", \"price\": \"$8.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:37:18.501Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:37:18.501Z
|
click_product
|
B0C2J8XTYY
|
rule
|
train
| 607 |
2025-04-20T14:37:18.501Z
|
click_product
|
B0C2J8XTYY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0CDQFVY1J"},
{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0D1LGTTS6"},
{"title": "Go to detail page for \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.", "asin": "B0BNP56GKH"}],
"search_results": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush", "asin": "B0D49DZC83", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23"},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply", "asin": "B08TVL7B8D", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0D3HPSLY6", "price": "$12.59", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black", "asin": "B0DPCX49BZ", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon."},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade", "asin": "B0DPHJJ89C", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0F1JRSDX5", "price": "$17.77", "delivery": "FREE delivery Apr 25 - 28"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 24 - 28 Only 11 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray", "asin": "B0DPCZ396S", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon."},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon."},
{"title": "New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DB5QC41H", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 30 Only 12 left in stock - order soon."},
{"title": "1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories", "asin": "B0DXDMXDS6", "price": "$14.08", "delivery": "FREE delivery Apr 28 - May 5"},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72", "asin": "B07C336J4Q", "price": "$64.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.29", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600", "asin": "B0DC3YHRYJ", "price": "$6.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag", "asin": "B0DBVJK36Z", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green", "asin": "B0DPCXH92Y", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon."},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "B07M72WLB5", "price": "$8.59", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.44", "delivery": "FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T14:37:18.501Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T14:37:18.501Z\",\"action\": \"click_product\",\"acion_argument\": \"B0C2J8XTYY\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T14:37:18.501Z\",\"action\": \"click_product\",\"acion_argument\": \"B0C2J8XTYY\",}</answer>",
"index": 607,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"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\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CDQFVY1J\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0D1LGTTS6\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\", \"asin\": \"B0BNP56GKH\"}],\n\"search_results\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush\", \"asin\": \"B0D49DZC83\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black\", \"asin\": \"B0DPCX49BZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon.\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 28\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n{\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories\", \"asin\": \"B0DXDMXDS6\", \"price\": \"$14.08\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n{\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n{\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag\", \"asin\": \"B0DBVJK36Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green\", \"asin\": \"B0DPCXH92Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"B07M72WLB5\", \"price\": \"$8.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:37:18.501Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0C2J8XTYY\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"},\n{\"price\": \"$32.05\"},\n{\"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of Three\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:37:40.735Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:37:40.735Z
|
click
|
product_option
|
rule
|
train
| 608 |
2025-04-20T14:37:40.735Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0C2J8XTYY"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"},
{"price": "$32.05"},
{"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of Three"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T14:37:40.735Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T14:37:40.735Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T14:37:40.735Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 608,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0C2J8XTYY\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"},\n{\"price\": \"$32.05\"},\n{\"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of Three\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:37:40.735Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"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\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0743KVCJC\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53\", \"asin\": \"B01E65ZXSS\", \"price\": \"$37.97\"},\n{\"title\": \"Philips Norelco Replacement Blade for BT9810\", \"asin\": \"B0B75YDCRF\", \"price\": \"$47.99\"},\n{\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$52.99\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\"}]\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\": \"2025-04-20T14:38:37.569Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:38:37.569Z
|
click
|
product_option
|
rule
|
train
| 609 |
2025-04-20T14:38:37.569Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0743KVCJC"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)"},
{"price": "$34.99"},
{"bullet_list": "Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of 3 /Face Body Kit"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53", "asin": "B01E65ZXSS", "price": "$37.97"},
{"title": "Philips Norelco Replacement Blade for BT9810", "asin": "B0B75YDCRF", "price": "$47.99"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$52.99"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99"}]
<|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": "2025-04-20T14:38:37.569Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T14:38:37.569Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T14:38:37.569Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 609,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"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\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0743KVCJC\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53\", \"asin\": \"B01E65ZXSS\", \"price\": \"$37.97\"},\n{\"title\": \"Philips Norelco Replacement Blade for BT9810\", \"asin\": \"B0B75YDCRF\", \"price\": \"$47.99\"},\n{\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$52.99\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\"}]\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\": \"2025-04-20T14:38:37.569Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"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\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0C2J8XTYY\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"},\n{\"price\": \"$32.05\"},\n{\"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of Three\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:10.524Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:40:10.524Z
|
click
|
product_option
|
rule
|
train
| 610 |
2025-04-20T14:40:10.524Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0C2J8XTYY"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"},
{"price": "$32.05"},
{"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of Three"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T14:40:10.524Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T14:40:10.524Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T14:40:10.524Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 610,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"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\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0C2J8XTYY\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"},\n{\"price\": \"$32.05\"},\n{\"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of Three\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:10.524Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"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\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0743KVCJC\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53\", \"asin\": \"B01E65ZXSS\", \"price\": \"$37.97\"},\n{\"title\": \"Philips Norelco Replacement Blade for BT9810\", \"asin\": \"B0B75YDCRF\", \"price\": \"$47.99\"},\n{\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$52.99\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\"}]\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\": \"2025-04-20T14:40:13.162Z\", // 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
|
2025-04-20T14:40:13.162Z
|
click
|
product_option
|
rule
|
train
| 611 |
2025-04-20T14:40:13.162Z
|
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": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0743KVCJC"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)"},
{"price": "$34.99"},
{"bullet_list": "Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of 3 /Face Body Kit"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53", "asin": "B01E65ZXSS", "price": "$37.97"},
{"title": "Philips Norelco Replacement Blade for BT9810", "asin": "B0B75YDCRF", "price": "$47.99"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$52.99"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99"}]
<|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": "2025-04-20T14:40:13.162Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T14:40:13.162Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T14:40:13.162Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 611,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"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\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0743KVCJC\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53\", \"asin\": \"B01E65ZXSS\", \"price\": \"$37.97\"},\n{\"title\": \"Philips Norelco Replacement Blade for BT9810\", \"asin\": \"B0B75YDCRF\", \"price\": \"$47.99\"},\n{\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$52.99\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\"}]\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\": \"2025-04-20T14:40:13.162Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"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\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0C2J8XTYY\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"},\n{\"price\": \"$32.05\"},\n{\"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:17.046Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:40:17.046Z
|
purchase
|
B0C2J8XTYY
|
rule
|
train
| 612 |
2025-04-20T14:40:17.046Z
|
purchase
|
B0C2J8XTYY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0C2J8XTYY"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"},
{"price": "$32.05"},
{"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of 3 /Face Body Kit"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T14:40:17.046Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T14:40:17.046Z\",\"action\": \"purchase\",\"acion_argument\": \"B0C2J8XTYY\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T14:40:17.046Z\",\"action\": \"purchase\",\"acion_argument\": \"B0C2J8XTYY\",}</answer>",
"index": 612,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"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\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0C2J8XTYY\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"},\n{\"price\": \"$32.05\"},\n{\"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:17.046Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\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\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"TAKAGI USB to USB C Cable (3Pack 6ft) USB A to Type C Cable Fast Charging Nylon Braided Data Sync Transfer Cord USB C Charger for iPhone 16 Pro Max/16 Plus/15 Pro Max/15 Plus/Galaxy S20 S10 Note 20\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More\", \"asin\": \"\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)\", \"asin\": \"\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Pro Face + Body Electric Beard Trimmer, Shaver & Bodygroomer, with 360 Blade Technology, 2X 360 Blade, 20-Length Adjustable Comb, Body Kit, & Travel Case, QP6552/90\", \"asin\": \"\", \"price\": \"$94.96\", \"quantity\": \"\"},\n{\"title\": \"UGREEN Uno USB C to USB C Cable 100W Fast Charging Cable Type C Charging Cord with LED Display for iPhone 16/16 Plus/16 Pro/16 Pro Max/15, MacBook Pro/Air, iPad Pro/Air, Galaxy S24 Ultra 6.6FT Black\", \"asin\": \"\", \"price\": \"$12.34\", \"quantity\": \"\"},\n{\"title\": \"CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More\", \"asin\": \"\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)\", \"asin\": \"\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D3HCSZ2S\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:21.419Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:40:21.419Z
|
click
|
nav_bar
|
rule
|
train
| 613 |
2025-04-20T14:40:21.419Z
|
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": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
<|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": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40", "asin": "", "price": "$14.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "TAKAGI USB to USB C Cable (3Pack 6ft) USB A to Type C Cable Fast Charging Nylon Braided Data Sync Transfer Cord USB C Charger for iPhone 16 Pro Max/16 Plus/15 Pro Max/15 Plus/Galaxy S20 S10 Note 20", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More", "asin": "", "price": "$6.98", "quantity": ""},
{"title": "Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "", "price": "$29.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "", "price": "$8.59", "quantity": ""},
{"title": "Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)", "asin": "", "price": "$21.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "", "price": "$29.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "", "price": "$48.59", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "", "price": "$8.59", "quantity": ""},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40", "asin": "", "price": "$14.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Pro Face + Body Electric Beard Trimmer, Shaver & Bodygroomer, with 360 Blade Technology, 2X 360 Blade, 20-Length Adjustable Comb, Body Kit, & Travel Case, QP6552/90", "asin": "", "price": "$94.96", "quantity": ""},
{"title": "UGREEN Uno USB C to USB C Cable 100W Fast Charging Cable Type C Charging Cord with LED Display for iPhone 16/16 Plus/16 Pro/16 Pro Max/15, MacBook Pro/Air, iPad Pro/Air, Galaxy S24 Ultra 6.6FT Black", "asin": "", "price": "$12.34", "quantity": ""},
{"title": "CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More", "asin": "", "price": "$6.98", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "", "price": "$29.96", "quantity": ""},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "", "price": "$8.59", "quantity": ""},
{"title": "Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)", "asin": "", "price": "$21.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "", "price": "$48.59", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0D3HCSZ2S", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B0CSD4299Y", "price": "$26.99", "quantity": ""},
{"title": "", "asin": "B0F31VYW2W", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T14:40:21.419Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T14:40:21.419Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T14:40:21.419Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 613,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\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\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"TAKAGI USB to USB C Cable (3Pack 6ft) USB A to Type C Cable Fast Charging Nylon Braided Data Sync Transfer Cord USB C Charger for iPhone 16 Pro Max/16 Plus/15 Pro Max/15 Plus/Galaxy S20 S10 Note 20\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More\", \"asin\": \"\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)\", \"asin\": \"\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Pro Face + Body Electric Beard Trimmer, Shaver & Bodygroomer, with 360 Blade Technology, 2X 360 Blade, 20-Length Adjustable Comb, Body Kit, & Travel Case, QP6552/90\", \"asin\": \"\", \"price\": \"$94.96\", \"quantity\": \"\"},\n{\"title\": \"UGREEN Uno USB C to USB C Cable 100W Fast Charging Cable Type C Charging Cord with LED Display for iPhone 16/16 Plus/16 Pro/16 Pro Max/15, MacBook Pro/Air, iPad Pro/Air, Galaxy S24 Ultra 6.6FT Black\", \"asin\": \"\", \"price\": \"$12.34\", \"quantity\": \"\"},\n{\"title\": \"CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More\", \"asin\": \"\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)\", \"asin\": \"\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D3HCSZ2S\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:21.419Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"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\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"B07M72WLB5\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)\", \"asin\": \"/promo/ANI0ZJQDZPAYW\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:26.255Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:40:26.255Z
|
click_product
|
B0C2J8XTYY
|
rule
|
train
| 614 |
2025-04-20T14:40:26.255Z
|
click_product
|
B0C2J8XTYY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$48.59", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "B0747HR4BT", "price": "$11.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "B07M72WLB5", "price": "$8.59", "quantity": ""},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "quantity": ""},
{"title": "Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)", "asin": "/promo/ANI0ZJQDZPAYW", "price": "$7.99", "quantity": ""},
{"title": "3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades", "asin": "B0D4YYSD8V", "price": "$18.99", "quantity": ""},
{"title": "Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520", "asin": "B01FG2RLOE", "price": "$44.99", "quantity": ""},
{"title": "VIKICON\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him", "asin": "/promo/A377JZ59CWHAN2", "price": "$49.99", "quantity": ""},
{"title": "Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades", "asin": "B0CQYFF8DY", "price": "$18.59", "quantity": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Pack of 3 /Face Body Kit"}]}],
"saved_items": [{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$13.59", "options": [{"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T14:40:26.255Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T14:40:26.255Z\",\"action\": \"click_product\",\"acion_argument\": \"B0C2J8XTYY\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T14:40:26.255Z\",\"action\": \"click_product\",\"acion_argument\": \"B0C2J8XTYY\",}</answer>",
"index": 614,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"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\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"B07M72WLB5\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)\", \"asin\": \"/promo/ANI0ZJQDZPAYW\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:26.255Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"B07M72WLB5\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)\", \"asin\": \"/promo/ANI0ZJQDZPAYW\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D3HCSZ2S\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B002JIO4OO\", \"price\": \"$63.82\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DNRPHSMC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B06XS1RXW2\", \"price\": \"$98.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D3Y22X6C\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portab\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:42:01.212Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:42:01.212Z
|
click
|
suggested_term
|
rule
|
train
| 615 |
2025-04-20T14:42:01.212Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$48.59", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "B0747HR4BT", "price": "$11.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "B07M72WLB5", "price": "$8.59", "quantity": ""},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "quantity": ""},
{"title": "Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)", "asin": "/promo/ANI0ZJQDZPAYW", "price": "$7.99", "quantity": ""},
{"title": "3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades", "asin": "B0D4YYSD8V", "price": "$18.99", "quantity": ""},
{"title": "Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520", "asin": "B01FG2RLOE", "price": "$44.99", "quantity": ""},
{"title": "VIKICON\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him", "asin": "/promo/A377JZ59CWHAN2", "price": "$49.99", "quantity": ""},
{"title": "Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades", "asin": "B0CQYFF8DY", "price": "$18.59", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0D3HCSZ2S", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B0CSD4299Y", "price": "$26.99", "quantity": ""},
{"title": "", "asin": "B0F31VYW2W", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B002JIO4OO", "price": "$63.82", "quantity": ""},
{"title": "", "asin": "B08ZNWFLTV", "price": "$57.96", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0CZB5PWMQ", "price": "$63.00", "quantity": ""},
{"title": "", "asin": "B0DNRPHSMC", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B06XS1RXW2", "price": "$98.99", "quantity": ""},
{"title": "", "asin": "B0D3Y22X6C", "price": "$19.99", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)", "asin": "", "quantity": ""},
{"title": "Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 ", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "", "quantity": ""},
{"title": "Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima", "asin": "", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite", "asin": "", "quantity": ""},
{"title": "ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count", "asin": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla", "asin": "", "quantity": ""},
{"title": "Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F", "asin": "", "quantity": ""},
{"title": "Nikwax Down Wash.Direct", "asin": "", "quantity": ""},
{"title": "NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound", "asin": "", "quantity": ""},
{"title": "PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro", "asin": "", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portab", "asin": "", "quantity": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Pack of 3 /Face Body Kit"}]}],
"saved_items": [{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$13.59", "options": [{"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T14:42:01.212Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T14:42:01.212Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T14:42:01.212Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 615,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"B07M72WLB5\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)\", \"asin\": \"/promo/ANI0ZJQDZPAYW\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D3HCSZ2S\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B002JIO4OO\", \"price\": \"$63.82\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DNRPHSMC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B06XS1RXW2\", \"price\": \"$98.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D3Y22X6C\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portab\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:42:01.212Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"one blade replacement heads qp2630\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CDQFVY1J\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0D1LGTTS6\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\", \"asin\": \"B0BNP56GKH\"}],\n\"search_results\": [{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 \"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 \"},\n{\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black\", \"asin\": \"B0DPCX49BZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon.\"},\n{\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 28\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories\", \"asin\": \"B0DXDMXDS6\", \"price\": \"$14.08\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n{\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag\", \"asin\": \"B0DBVJK36Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon.\"},\n{\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green\", \"asin\": \"B0DPCXH92Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 28 - May 1\"},\n{\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:42:16.801Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:42:16.801Z
|
click_product
|
B0DYZX33W5
|
rule
|
train
| 616 |
2025-04-20T14:42:16.801Z
|
click_product
|
B0DYZX33W5
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "one blade replacement heads qp2630"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0CDQFVY1J"},
{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0D1LGTTS6"},
{"title": "Go to detail page for \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.", "asin": "B0BNP56GKH"}],
"search_results": [{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blade, for Philips Norelco One Blade QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)", "asin": "B0DT1JW691", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 "},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green", "asin": "B0DPCXX7PG", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black", "asin": "B0F284X8G4", "price": "$9.98", "delivery": "FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 "},
{"title": "2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply", "asin": "B08TVL7B8D", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23"},
{"title": "Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0D3HPSLY6", "price": "$12.59", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black", "asin": "B0DPCX49BZ", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon."},
{"title": "Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade", "asin": "B0DPHJJ89C", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0F1JRSDX5", "price": "$17.77", "delivery": "FREE delivery Apr 25 - 28"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 24 - 28 Only 11 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray", "asin": "B0DPCZ396S", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon."},
{"title": "New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DB5QC41H", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 30 Only 12 left in stock - order soon."},
{"title": "1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories", "asin": "B0DXDMXDS6", "price": "$14.08", "delivery": "FREE delivery Apr 28 - May 5"},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon."},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.29", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72", "asin": "B07C336J4Q", "price": "$64.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600", "asin": "B0DC3YHRYJ", "price": "$6.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag", "asin": "B0DBVJK36Z", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon."},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green", "asin": "B0DPCXH92Y", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon."},
{"title": "2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0DY76TP1M", "price": "$16.99", "delivery": "FREE delivery Apr 28 - May 1"},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.44", "delivery": "FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T14:42:16.801Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T14:42:16.801Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DYZX33W5\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T14:42:16.801Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DYZX33W5\",}</answer>",
"index": 616,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"one blade replacement heads qp2630\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CDQFVY1J\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0D1LGTTS6\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\", \"asin\": \"B0BNP56GKH\"}],\n\"search_results\": [{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 \"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 \"},\n{\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black\", \"asin\": \"B0DPCX49BZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon.\"},\n{\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 28\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories\", \"asin\": \"B0DXDMXDS6\", \"price\": \"$14.08\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n{\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag\", \"asin\": \"B0DBVJK36Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon.\"},\n{\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green\", \"asin\": \"B0DPCXH92Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 28 - May 1\"},\n{\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:42:16.801Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"one blade replacement heads qp2630\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CDQFVY1J\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0D1LGTTS6\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\", \"asin\": \"B0BNP56GKH\"}],\n\"search_results\": [{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 \"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 \"},\n{\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861\", \"asin\": \"B0D7C3FSMK\", \"price\": \"$18.00\", \"delivery\": \"FREE delivery Apr 29 - 30 Only 5 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black\", \"asin\": \"B0DPCX49BZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon.\"},\n{\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 28\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories\", \"asin\": \"B0DXDMXDS6\", \"price\": \"$14.08\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n{\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag\", \"asin\": \"B0DBVJK36Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon.\"},\n{\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green\", \"asin\": \"B0DPCXH92Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 28 - May 1\"},\n{\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:43:07.125Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:43:07.125Z
|
click_product
|
B0DLK12F7F
|
rule
|
train
| 617 |
2025-04-20T14:43:07.125Z
|
click_product
|
B0DLK12F7F
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "one blade replacement heads qp2630"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0CDQFVY1J"},
{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0D1LGTTS6"},
{"title": "Go to detail page for \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.", "asin": "B0BNP56GKH"}],
"search_results": [{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blade, for Philips Norelco One Blade QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)", "asin": "B0DT1JW691", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 "},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green", "asin": "B0DPCXX7PG", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black", "asin": "B0F284X8G4", "price": "$9.98", "delivery": "FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 "},
{"title": "2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply", "asin": "B08TVL7B8D", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861", "asin": "B0D7C3FSMK", "price": "$18.00", "delivery": "FREE delivery Apr 29 - 30 Only 5 left in stock - order soon."},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23"},
{"title": "Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0D3HPSLY6", "price": "$12.59", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black", "asin": "B0DPCX49BZ", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon."},
{"title": "Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade", "asin": "B0DPHJJ89C", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0F1JRSDX5", "price": "$17.77", "delivery": "FREE delivery Apr 25 - 28"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 24 - 28 Only 11 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray", "asin": "B0DPCZ396S", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon."},
{"title": "New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DB5QC41H", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 30 Only 12 left in stock - order soon."},
{"title": "1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories", "asin": "B0DXDMXDS6", "price": "$14.08", "delivery": "FREE delivery Apr 28 - May 5"},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon."},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.29", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72", "asin": "B07C336J4Q", "price": "$64.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600", "asin": "B0DC3YHRYJ", "price": "$6.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag", "asin": "B0DBVJK36Z", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon."},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green", "asin": "B0DPCXH92Y", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon."},
{"title": "2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0DY76TP1M", "price": "$16.99", "delivery": "FREE delivery Apr 28 - May 1"},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.44", "delivery": "FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T14:43:07.125Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T14:43:07.125Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DLK12F7F\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T14:43:07.125Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DLK12F7F\",}</answer>",
"index": 617,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"one blade replacement heads qp2630\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CDQFVY1J\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0D1LGTTS6\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\", \"asin\": \"B0BNP56GKH\"}],\n\"search_results\": [{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 \"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 \"},\n{\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861\", \"asin\": \"B0D7C3FSMK\", \"price\": \"$18.00\", \"delivery\": \"FREE delivery Apr 29 - 30 Only 5 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black\", \"asin\": \"B0DPCX49BZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon.\"},\n{\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 28\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories\", \"asin\": \"B0DXDMXDS6\", \"price\": \"$14.08\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n{\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag\", \"asin\": \"B0DBVJK36Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon.\"},\n{\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green\", \"asin\": \"B0DPCXH92Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 28 - May 1\"},\n{\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:43:07.125Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0C2J8XTYY\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"},\n{\"price\": \"$32.05\"},\n{\"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:45:29.360Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:45:29.360Z
|
click
|
other
|
rule
|
train
| 618 |
2025-04-20T14:45:29.360Z
|
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": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0C2J8XTYY"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"},
{"price": "$32.05"},
{"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "Pack of 3 /Face Body Kit"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T14:45:29.360Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T14:45:29.360Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T14:45:29.360Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 618,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0C2J8XTYY\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"},\n{\"price\": \"$32.05\"},\n{\"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:45:29.360Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine A3 Premium All-in-One Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9092/95\", \"asin\": \"B091TTH7PT\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Redken Brews Cream Pomade For Men - Provides Medium Hold With Natural and Smooth Finish With Low Shine, For All Hair Types\", \"asin\": \"B0795YQ8H6\", \"price\": \"$22.00\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"B000MN63CO\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"hims Thick Fix Hair Thickening Shampoo for Men, 2 Pack - Hair Loss Shampoo with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz\", \"asin\": \"B09H3RK75S\", \"price\": \"$2548\", \"quantity\": \"\"},\n{\"title\": \"Highland Glacial Hair Clay Pomade - Award winning hair styling clay for men and women made with 100% all natural and organic ingredients that promote hair and scalp health. Low shine, Medium Hold.\", \"asin\": \"B0BZT8JYSR\", \"price\": \"$28.00\", \"quantity\": \"\"},\n{\"title\": \"Brushmo Replacement Toothbrush Heads - Compatible with Philips Sonicare Electric Toothbrush Handles - Soft Dupont Bristles - 8 Plaque Removal Replacement Heads - BPA-Free\", \"asin\": \"B00NN07IMW\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B002JIO4OO\", \"price\": \"$63.82\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01M9AWRMC\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Fri, Apr 25 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Fri, Apr 25 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:10:20.778Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T21:10:20.778Z
|
click
|
search
|
rule
|
train
| 619 |
2025-04-20T21:10:20.778Z
|
click
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search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.99", "quantity": ""},
{"title": "Philips Sonicare Genuine A3 Premium All-in-One Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9092/95", "asin": "B091TTH7PT", "price": "$26.99", "quantity": ""},
{"title": "Redken Brews Cream Pomade For Men - Provides Medium Hold With Natural and Smooth Finish With Low Shine, For All Hair Types", "asin": "B0795YQ8H6", "price": "$22.00", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.99", "quantity": ""},
{"title": "Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40", "asin": "B000MN63CO", "price": "$14.96", "quantity": ""},
{"title": "hims Thick Fix Hair Thickening Shampoo for Men, 2 Pack - Hair Loss Shampoo with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz", "asin": "B09H3RK75S", "price": "$2548", "quantity": ""},
{"title": "Highland Glacial Hair Clay Pomade - Award winning hair styling clay for men and women made with 100% all natural and organic ingredients that promote hair and scalp health. Low shine, Medium Hold.", "asin": "B0BZT8JYSR", "price": "$28.00", "quantity": ""},
{"title": "Brushmo Replacement Toothbrush Heads - Compatible with Philips Sonicare Electric Toothbrush Handles - Soft Dupont Bristles - 8 Plaque Removal Replacement Heads - BPA-Free", "asin": "B00NN07IMW", "price": "$19.95", "quantity": ""},
{"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$48.59", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "B0747HR4BT", "price": "$11.99", "quantity": ""},
{"title": "KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles", "asin": "B0DJHBQ3VT", "price": "$7.99", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0CSD4299Y", "price": "$26.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
{"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B002JIO4OO", "price": "$63.82", "quantity": ""},
{"title": "", "asin": "B01M9AWRMC", "price": "$64.90", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0CZB5PWMQ", "price": "$63.00", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "", "quantity": ""},
{"title": "Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)", "asin": "", "quantity": ""},
{"title": "Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 ", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "", "quantity": ""},
{"title": "Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima", "asin": "", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite", "asin": "", "quantity": ""},
{"title": "ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count", "asin": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla", "asin": "", "quantity": ""},
{"title": "Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F", "asin": "", "quantity": ""},
{"title": "Nikwax Down Wash.Direct", "asin": "", "quantity": ""},
{"title": "NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound", "asin": "", "quantity": ""},
{"title": "PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro", "asin": "", "quantity": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Fri, Apr 25 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Fri, Apr 25 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Pack of 3 /Face Body Kit"}]}],
"saved_items": [{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$13.59", "options": [{"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T21:10:20.778Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T21:10:20.778Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T21:10:20.778Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 619,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine A3 Premium All-in-One Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9092/95\", \"asin\": \"B091TTH7PT\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Redken Brews Cream Pomade For Men - Provides Medium Hold With Natural and Smooth Finish With Low Shine, For All Hair Types\", \"asin\": \"B0795YQ8H6\", \"price\": \"$22.00\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"B000MN63CO\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"hims Thick Fix Hair Thickening Shampoo for Men, 2 Pack - Hair Loss Shampoo with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz\", \"asin\": \"B09H3RK75S\", \"price\": \"$2548\", \"quantity\": \"\"},\n{\"title\": \"Highland Glacial Hair Clay Pomade - Award winning hair styling clay for men and women made with 100% all natural and organic ingredients that promote hair and scalp health. Low shine, Medium Hold.\", \"asin\": \"B0BZT8JYSR\", \"price\": \"$28.00\", \"quantity\": \"\"},\n{\"title\": \"Brushmo Replacement Toothbrush Heads - Compatible with Philips Sonicare Electric Toothbrush Handles - Soft Dupont Bristles - 8 Plaque Removal Replacement Heads - BPA-Free\", \"asin\": \"B00NN07IMW\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B002JIO4OO\", \"price\": \"$63.82\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01M9AWRMC\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Fri, Apr 25 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Fri, Apr 25 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:10:20.778Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine A3 Premium All-in-One Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9092/95\", \"asin\": \"B091TTH7PT\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Redken Brews Cream Pomade For Men - Provides Medium Hold With Natural and Smooth Finish With Low Shine, For All Hair Types\", \"asin\": \"B0795YQ8H6\", \"price\": \"$22.00\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"B000MN63CO\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"hims Thick Fix Hair Thickening Shampoo for Men, 2 Pack - Hair Loss Shampoo with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz\", \"asin\": \"B09H3RK75S\", \"price\": \"$2548\", \"quantity\": \"\"},\n{\"title\": \"Highland Glacial Hair Clay Pomade - Award winning hair styling clay for men and women made with 100% all natural and organic ingredients that promote hair and scalp health. Low shine, Medium Hold.\", \"asin\": \"B0BZT8JYSR\", \"price\": \"$28.00\", \"quantity\": \"\"},\n{\"title\": \"Brushmo Replacement Toothbrush Heads - Compatible with Philips Sonicare Electric Toothbrush Handles - Soft Dupont Bristles - 8 Plaque Removal Replacement Heads - BPA-Free\", \"asin\": \"B00NN07IMW\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B002JIO4OO\", \"price\": \"$63.82\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01M9AWRMC\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Fri, Apr 25 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Fri, Apr 25 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:10:32.932Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T21:10:32.932Z
|
click
|
nav_bar
|
rule
|
train
| 620 |
2025-04-20T21:10:32.932Z
|
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": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "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": ""}],
"promotion_items": [{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.99", "quantity": ""},
{"title": "Philips Sonicare Genuine A3 Premium All-in-One Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9092/95", "asin": "B091TTH7PT", "price": "$26.99", "quantity": ""},
{"title": "Redken Brews Cream Pomade For Men - Provides Medium Hold With Natural and Smooth Finish With Low Shine, For All Hair Types", "asin": "B0795YQ8H6", "price": "$22.00", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.99", "quantity": ""},
{"title": "Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40", "asin": "B000MN63CO", "price": "$14.96", "quantity": ""},
{"title": "hims Thick Fix Hair Thickening Shampoo for Men, 2 Pack - Hair Loss Shampoo with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz", "asin": "B09H3RK75S", "price": "$2548", "quantity": ""},
{"title": "Highland Glacial Hair Clay Pomade - Award winning hair styling clay for men and women made with 100% all natural and organic ingredients that promote hair and scalp health. Low shine, Medium Hold.", "asin": "B0BZT8JYSR", "price": "$28.00", "quantity": ""},
{"title": "Brushmo Replacement Toothbrush Heads - Compatible with Philips Sonicare Electric Toothbrush Handles - Soft Dupont Bristles - 8 Plaque Removal Replacement Heads - BPA-Free", "asin": "B00NN07IMW", "price": "$19.95", "quantity": ""},
{"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$48.59", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "B0747HR4BT", "price": "$11.99", "quantity": ""},
{"title": "KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles", "asin": "B0DJHBQ3VT", "price": "$7.99", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0CSD4299Y", "price": "$26.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
{"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B002JIO4OO", "price": "$63.82", "quantity": ""},
{"title": "", "asin": "B01M9AWRMC", "price": "$64.90", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0CZB5PWMQ", "price": "$63.00", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "", "quantity": ""},
{"title": "Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)", "asin": "", "quantity": ""},
{"title": "Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 ", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "", "quantity": ""},
{"title": "Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima", "asin": "", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite", "asin": "", "quantity": ""},
{"title": "ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count", "asin": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla", "asin": "", "quantity": ""},
{"title": "Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F", "asin": "", "quantity": ""},
{"title": "Nikwax Down Wash.Direct", "asin": "", "quantity": ""},
{"title": "NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound", "asin": "", "quantity": ""},
{"title": "PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro", "asin": "", "quantity": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Fri, Apr 25 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Fri, Apr 25 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Pack of 3 /Face Body Kit"}]}],
"saved_items": [{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$13.59", "options": [{"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T21:10:32.932Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T21:10:32.932Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T21:10:32.932Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 620,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine A3 Premium All-in-One Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9092/95\", \"asin\": \"B091TTH7PT\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Redken Brews Cream Pomade For Men - Provides Medium Hold With Natural and Smooth Finish With Low Shine, For All Hair Types\", \"asin\": \"B0795YQ8H6\", \"price\": \"$22.00\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"B000MN63CO\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"hims Thick Fix Hair Thickening Shampoo for Men, 2 Pack - Hair Loss Shampoo with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz\", \"asin\": \"B09H3RK75S\", \"price\": \"$2548\", \"quantity\": \"\"},\n{\"title\": \"Highland Glacial Hair Clay Pomade - Award winning hair styling clay for men and women made with 100% all natural and organic ingredients that promote hair and scalp health. Low shine, Medium Hold.\", \"asin\": \"B0BZT8JYSR\", \"price\": \"$28.00\", \"quantity\": \"\"},\n{\"title\": \"Brushmo Replacement Toothbrush Heads - Compatible with Philips Sonicare Electric Toothbrush Handles - Soft Dupont Bristles - 8 Plaque Removal Replacement Heads - BPA-Free\", \"asin\": \"B00NN07IMW\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B002JIO4OO\", \"price\": \"$63.82\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01M9AWRMC\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Fri, Apr 25 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Fri, Apr 25 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:10:32.932Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.40\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"EUHOMY Countertop Ice Maker Machine with Handle, 26lbs in 24Hrs, 9 Ice Cubes Ready in 6 Mins, Auto-Cleaning Portable Ice Maker with Basket and Scoop, for Home/Kitchen/Camping/RV. (Black)\", \"asin\": \"B0BWHZJHPL\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"Silonn Ice Maker Countertop, Portable Ice Machine with Carry Handle, Self-Cleaning Ice Makers with Basket and Scoop, 9 Cubes in 6 Mins, 26 lbs per Day, Ideal for Home, Kitchen, Camping, RV\", \"asin\": \"B0BXXKFJK2\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"EUHOMY Nugget Ice Maker Countertop with Handle, Ready in 6 Mins, 34lbs Per Day, Removable Top Cover, Auto-Cleaning, Portable Sonic Ice Maker with Basket and Scoop, for Home/Party/RV/Camping (Black)\", \"asin\": \"B0C32SGKMJ\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Frigidaire 26 Lbs per Day Portable Compact Maker, Ice Making Machine, Stainless, Medium\", \"asin\": \"B07JBJWP2W\", \"price\": \"$84.00\", \"quantity\": \"\"},\n{\"title\": \"Sweetcrispy Countertop Ice Maker with Scoop, Basket and Handle, 9 Ice Cubes Machine Ready in 6 Mins, 26.5lbs in 24Hrs, 2 Sizes for Home Kitchen Office Bar Party(Black)\", \"asin\": \"B0DS5DLPXH\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Carhartt Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B002GHC19I\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Adult Classic Clog\", \"asin\": \"B0014BYHJE\", \"price\": \"$36.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Kids' Classic Clog\", \"asin\": \"B09642VSFM\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"Hanes Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B00D1ARZMC\", \"price\": \"$19.48\", \"quantity\": \"\"},\n{\"title\": \"Gildan Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZMKWVM\", \"price\": \"$18.97\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Cherry Blossom\", \"asin\": \"B0DR9PNXX3\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)\", \"asin\": \"B0BZYCJK89\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"HydroJug Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand\", \"asin\": \"B0CQVWT2NH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day\", \"asin\": \"B00S93EQUK\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit\", \"asin\": \"B0C1HJV7BJ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Rain-X 810165 Latitude 22\\\" & 22\\\" Wiper Blades Replacement Set for Chevrolet Silverado 1500 2000-2024,Ford F-150 2008-2024,GMC Sierra 1500 2000-2024,Chevrolet Silverado 2500 HD 2001-2024 & More\", \"asin\": \"B084CT24NM\", \"price\": \"$34.88\", \"quantity\": \"\"},\n{\"title\": \"Mobil 1 Advanced Fuel Economy Full Synthetic Motor Oil 0W-20, 5 Quart\", \"asin\": \"B00J00X5YO\", \"price\": \"$24.97\", \"quantity\": \"\"},\n{\"title\": \"USANOOKS Microfiber Cleaning Cloth Grey - 12 Pcs (12.5\\\"x12.5\\\") - High Performance - 1200 Washes, Ultra Absorbent Microfiber Towel Weave Grime & Liquid for Streak-Free Mirror Shine - Car Washing Cloth\", \"asin\": \"B08BRJHJF9\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Armor All Protectant, Glass and Cleaning Wipes, Interior Car Cleaner and Exterior Care, 30 Count Each (Pack of 3)\", \"asin\": \"B079SQJCB4\", \"price\": \"$12.22\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Artnaturals Kojic Acid Soap + African Net Sponge (2 pack X 142g Turmeric bars) Dark spot remover & Scars - Original Japanese Complex Vitamin C, Hyaluronic Acid, retinol, shea butter (Citrus)\", \"asin\": \"B0CP4KCP54\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"THEMEROL Easter Basket Stuffers for Teens Girls Gifts Bracelets Kids Trendy Stuff Teenage 12 Year Old Birthday Idea Best Friend Women Her Daughter Granddaughter Cards Christmas Day Stocking Valentines\", \"asin\": \"B0CKQL9FKS\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"THEMEROL Easter Basket Stuffers for Kids Teens Boys Gift Ideas Teenage Him Men Beaded Bracelets Son 14 16 18 Year Old Birthday Confirmation Graduation Cool Unique Christmas Day Stocking Valentines\", \"asin\": \"B0C6G7WVP8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Massive Beads Black Obsidian - Stone of Pleasure - Handmade Yoga Stretch Elastic Bracelet Natural Stone Crystal Healing Power Energy Gifts for Unisex Adult 4mm\", \"asin\": \"B0CNW28FSV\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"THEMEROL Easter Gifts for Kids Basket Stuffers for Toddler Teens Girls Teenage Tween Unique Gift Egg Fillers Cards Adults Women Outfit 8 12 7 11 Year Old Moonstone Bracelet Essentials\", \"asin\": \"B0DYPB53V7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Mighty Patch\\u2122 Original patch from Hero Cosmetics - Hydrocolloid Acne Pimple Patch for Covering Zits and Blemishes in Face and Skin, Vegan-friendly and Not Tested on Animals (36 Count)\", \"asin\": \"B074PVTPBW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz\", \"asin\": \"B08KT2Z93D\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Hada Labo Rohto Gokujun Hyaluronic Face Wash - 100g, White, 3.52 Ounce (Pack of 1)\", \"asin\": \"B01CE5P5HG\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"ee9894a6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"ee9894a6\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Indoor Cam (newest model) \\u2014 Home or business security in 1080p HD video, White\", \"asin\": \"0a301bc1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk\", \"asin\": \"0a301bc1\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (Black)\", \"asin\": \"B0BWX39R5W\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 1 camera system\", \"asin\": \"ee9894a6\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 5 camera system\", \"asin\": \"73072bfe\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to moni\", \"asin\": \"B08CKHPP52\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"WYZE Cam Pan v3 - Indoor/Outdoor Rated, 1080p HD, SD Card Storage, No Subscription Required, 360\\u00b0 Pan/Tilt/Zoom, Wi-Fi Securi\", \"asin\": \"19e03689\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"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\": \"2025-04-20T21:11:11.786Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T21:11:11.786Z
|
click
|
other
|
rule
|
train
| 621 |
2025-04-20T21:11:11.786Z
|
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": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.40", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "EUHOMY Countertop Ice Maker Machine with Handle, 26lbs in 24Hrs, 9 Ice Cubes Ready in 6 Mins, Auto-Cleaning Portable Ice Maker with Basket and Scoop, for Home/Kitchen/Camping/RV. (Black)", "asin": "B0BWHZJHPL", "price": "$84.99", "quantity": ""},
{"title": "Silonn Ice Maker Countertop, Portable Ice Machine with Carry Handle, Self-Cleaning Ice Makers with Basket and Scoop, 9 Cubes in 6 Mins, 26 lbs per Day, Ideal for Home, Kitchen, Camping, RV", "asin": "B0BXXKFJK2", "price": "$69.98", "quantity": ""},
{"title": "EUHOMY Nugget Ice Maker Countertop with Handle, Ready in 6 Mins, 34lbs Per Day, Removable Top Cover, Auto-Cleaning, Portable Sonic Ice Maker with Basket and Scoop, for Home/Party/RV/Camping (Black)", "asin": "B0C32SGKMJ", "price": "$189.99", "quantity": ""},
{"title": "Frigidaire 26 Lbs per Day Portable Compact Maker, Ice Making Machine, Stainless, Medium", "asin": "B07JBJWP2W", "price": "$84.00", "quantity": ""},
{"title": "Sweetcrispy Countertop Ice Maker with Scoop, Basket and Handle, 9 Ice Cubes Machine Ready in 6 Mins, 26.5lbs in 24Hrs, 2 Sizes for Home Kitchen Office Bar Party(Black)", "asin": "B0DS5DLPXH", "price": "$55.99", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Carhartt Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)", "asin": "B002GHC19I", "price": "$14.99", "quantity": ""},
{"title": "Crocs Unisex Adult Classic Clog", "asin": "B0014BYHJE", "price": "$36.95", "quantity": ""},
{"title": "Crocs Kids' Classic Clog", "asin": "B09642VSFM", "price": "$24.98", "quantity": ""},
{"title": "Hanes Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B00D1ARZMC", "price": "$19.48", "quantity": ""},
{"title": "Gildan Men's Crew T-Shirts, Multipack, Style G1100", "asin": "B077ZMKWVM", "price": "$18.97", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Cherry Blossom", "asin": "B0DR9PNXX3", "price": "$35.00", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)", "asin": "B0BZYCJK89", "price": "$27.99", "quantity": ""},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""},
{"title": "HydroJug Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand", "asin": "B0CQVWT2NH", "price": "$39.99", "quantity": ""},
{"title": "Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day", "asin": "B00S93EQUK", "price": "$16.98", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit", "asin": "B0C1HJV7BJ", "price": "$12.95", "quantity": ""},
{"title": "Rain-X 810165 Latitude 22\" & 22\" Wiper Blades Replacement Set for Chevrolet Silverado 1500 2000-2024,Ford F-150 2008-2024,GMC Sierra 1500 2000-2024,Chevrolet Silverado 2500 HD 2001-2024 & More", "asin": "B084CT24NM", "price": "$34.88", "quantity": ""},
{"title": "Mobil 1 Advanced Fuel Economy Full Synthetic Motor Oil 0W-20, 5 Quart", "asin": "B00J00X5YO", "price": "$24.97", "quantity": ""},
{"title": "USANOOKS Microfiber Cleaning Cloth Grey - 12 Pcs (12.5\"x12.5\") - High Performance - 1200 Washes, Ultra Absorbent Microfiber Towel Weave Grime & Liquid for Streak-Free Mirror Shine - Car Washing Cloth", "asin": "B08BRJHJF9", "price": "$8.98", "quantity": ""},
{"title": "Armor All Protectant, Glass and Cleaning Wipes, Interior Car Cleaner and Exterior Care, 30 Count Each (Pack of 3)", "asin": "B079SQJCB4", "price": "$12.22", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Artnaturals Kojic Acid Soap + African Net Sponge (2 pack X 142g Turmeric bars) Dark spot remover & Scars - Original Japanese Complex Vitamin C, Hyaluronic Acid, retinol, shea butter (Citrus)", "asin": "B0CP4KCP54", "price": "$14.97", "quantity": ""},
{"title": "THEMEROL Easter Basket Stuffers for Teens Girls Gifts Bracelets Kids Trendy Stuff Teenage 12 Year Old Birthday Idea Best Friend Women Her Daughter Granddaughter Cards Christmas Day Stocking Valentines", "asin": "B0CKQL9FKS", "price": "$12.99", "quantity": ""},
{"title": "THEMEROL Easter Basket Stuffers for Kids Teens Boys Gift Ideas Teenage Him Men Beaded Bracelets Son 14 16 18 Year Old Birthday Confirmation Graduation Cool Unique Christmas Day Stocking Valentines", "asin": "B0C6G7WVP8", "price": "$14.99", "quantity": ""},
{"title": "Massive Beads Black Obsidian - Stone of Pleasure - Handmade Yoga Stretch Elastic Bracelet Natural Stone Crystal Healing Power Energy Gifts for Unisex Adult 4mm", "asin": "B0CNW28FSV", "price": "$5.99", "quantity": ""},
{"title": "THEMEROL Easter Gifts for Kids Basket Stuffers for Toddler Teens Girls Teenage Tween Unique Gift Egg Fillers Cards Adults Women Outfit 8 12 7 11 Year Old Moonstone Bracelet Essentials", "asin": "B0DYPB53V7", "price": "$15.99", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Mighty Patch\u2122 Original patch from Hero Cosmetics - Hydrocolloid Acne Pimple Patch for Covering Zits and Blemishes in Face and Skin, Vegan-friendly and Not Tested on Animals (36 Count)", "asin": "B074PVTPBW", "price": "$12.99", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz", "asin": "B08KT2Z93D", "price": "$8.98", "quantity": ""},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.97", "quantity": ""},
{"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "Hada Labo Rohto Gokujun Hyaluronic Face Wash - 100g, White, 3.52 Ounce (Pack of 1)", "asin": "B01CE5P5HG", "price": "$12.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "Blink Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "ee9894a6", "price": "$19.99", "quantity": ""},
{"title": "Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \u2014 wired or wire-free (Black)", "asin": "ee9894a6", "price": "$34.99", "quantity": ""},
{"title": "Ring Indoor Cam (newest model) \u2014 Home or business security in 1080p HD video, White", "asin": "0a301bc1", "price": "$34.99", "quantity": ""},
{"title": "Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk", "asin": "0a301bc1", "price": "$99.99", "quantity": ""},
{"title": "Blink Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (Black)", "asin": "B0BWX39R5W", "price": "$19.99", "quantity": ""},
{"title": "Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \u2013 1 camera system", "asin": "ee9894a6", "price": "$49.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \u2013 5 camera system", "asin": "73072bfe", "price": "$199.99", "quantity": ""},
{"title": "Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to moni", "asin": "B08CKHPP52", "price": "", "quantity": ""},
{"title": "WYZE Cam Pan v3 - Indoor/Outdoor Rated, 1080p HD, SD Card Storage, No Subscription Required, 360\u00b0 Pan/Tilt/Zoom, Wi-Fi Securi", "asin": "19e03689", "price": "", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "", "quantity": ""},
{"title": "Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)", "asin": "", "quantity": ""},
{"title": "Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 ", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "", "quantity": ""},
{"title": "Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima", "asin": "", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite", "asin": "", "quantity": ""},
{"title": "ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count", "asin": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla", "asin": "", "quantity": ""},
{"title": "Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F", "asin": "", "quantity": ""},
{"title": "Nikwax Down Wash.Direct", "asin": "", "quantity": ""},
{"title": "NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound", "asin": "", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T21:11:11.786Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T21:11:11.786Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T21:11:11.786Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 621,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.40\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"EUHOMY Countertop Ice Maker Machine with Handle, 26lbs in 24Hrs, 9 Ice Cubes Ready in 6 Mins, Auto-Cleaning Portable Ice Maker with Basket and Scoop, for Home/Kitchen/Camping/RV. (Black)\", \"asin\": \"B0BWHZJHPL\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"Silonn Ice Maker Countertop, Portable Ice Machine with Carry Handle, Self-Cleaning Ice Makers with Basket and Scoop, 9 Cubes in 6 Mins, 26 lbs per Day, Ideal for Home, Kitchen, Camping, RV\", \"asin\": \"B0BXXKFJK2\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"EUHOMY Nugget Ice Maker Countertop with Handle, Ready in 6 Mins, 34lbs Per Day, Removable Top Cover, Auto-Cleaning, Portable Sonic Ice Maker with Basket and Scoop, for Home/Party/RV/Camping (Black)\", \"asin\": \"B0C32SGKMJ\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Frigidaire 26 Lbs per Day Portable Compact Maker, Ice Making Machine, Stainless, Medium\", \"asin\": \"B07JBJWP2W\", \"price\": \"$84.00\", \"quantity\": \"\"},\n{\"title\": \"Sweetcrispy Countertop Ice Maker with Scoop, Basket and Handle, 9 Ice Cubes Machine Ready in 6 Mins, 26.5lbs in 24Hrs, 2 Sizes for Home Kitchen Office Bar Party(Black)\", \"asin\": \"B0DS5DLPXH\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Carhartt Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B002GHC19I\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Adult Classic Clog\", \"asin\": \"B0014BYHJE\", \"price\": \"$36.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Kids' Classic Clog\", \"asin\": \"B09642VSFM\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"Hanes Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B00D1ARZMC\", \"price\": \"$19.48\", \"quantity\": \"\"},\n{\"title\": \"Gildan Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZMKWVM\", \"price\": \"$18.97\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Cherry Blossom\", \"asin\": \"B0DR9PNXX3\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)\", \"asin\": \"B0BZYCJK89\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"HydroJug Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand\", \"asin\": \"B0CQVWT2NH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day\", \"asin\": \"B00S93EQUK\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit\", \"asin\": \"B0C1HJV7BJ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Rain-X 810165 Latitude 22\\\" & 22\\\" Wiper Blades Replacement Set for Chevrolet Silverado 1500 2000-2024,Ford F-150 2008-2024,GMC Sierra 1500 2000-2024,Chevrolet Silverado 2500 HD 2001-2024 & More\", \"asin\": \"B084CT24NM\", \"price\": \"$34.88\", \"quantity\": \"\"},\n{\"title\": \"Mobil 1 Advanced Fuel Economy Full Synthetic Motor Oil 0W-20, 5 Quart\", \"asin\": \"B00J00X5YO\", \"price\": \"$24.97\", \"quantity\": \"\"},\n{\"title\": \"USANOOKS Microfiber Cleaning Cloth Grey - 12 Pcs (12.5\\\"x12.5\\\") - High Performance - 1200 Washes, Ultra Absorbent Microfiber Towel Weave Grime & Liquid for Streak-Free Mirror Shine - Car Washing Cloth\", \"asin\": \"B08BRJHJF9\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Armor All Protectant, Glass and Cleaning Wipes, Interior Car Cleaner and Exterior Care, 30 Count Each (Pack of 3)\", \"asin\": \"B079SQJCB4\", \"price\": \"$12.22\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Artnaturals Kojic Acid Soap + African Net Sponge (2 pack X 142g Turmeric bars) Dark spot remover & Scars - Original Japanese Complex Vitamin C, Hyaluronic Acid, retinol, shea butter (Citrus)\", \"asin\": \"B0CP4KCP54\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"THEMEROL Easter Basket Stuffers for Teens Girls Gifts Bracelets Kids Trendy Stuff Teenage 12 Year Old Birthday Idea Best Friend Women Her Daughter Granddaughter Cards Christmas Day Stocking Valentines\", \"asin\": \"B0CKQL9FKS\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"THEMEROL Easter Basket Stuffers for Kids Teens Boys Gift Ideas Teenage Him Men Beaded Bracelets Son 14 16 18 Year Old Birthday Confirmation Graduation Cool Unique Christmas Day Stocking Valentines\", \"asin\": \"B0C6G7WVP8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Massive Beads Black Obsidian - Stone of Pleasure - Handmade Yoga Stretch Elastic Bracelet Natural Stone Crystal Healing Power Energy Gifts for Unisex Adult 4mm\", \"asin\": \"B0CNW28FSV\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"THEMEROL Easter Gifts for Kids Basket Stuffers for Toddler Teens Girls Teenage Tween Unique Gift Egg Fillers Cards Adults Women Outfit 8 12 7 11 Year Old Moonstone Bracelet Essentials\", \"asin\": \"B0DYPB53V7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Mighty Patch\\u2122 Original patch from Hero Cosmetics - Hydrocolloid Acne Pimple Patch for Covering Zits and Blemishes in Face and Skin, Vegan-friendly and Not Tested on Animals (36 Count)\", \"asin\": \"B074PVTPBW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz\", \"asin\": \"B08KT2Z93D\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Hada Labo Rohto Gokujun Hyaluronic Face Wash - 100g, White, 3.52 Ounce (Pack of 1)\", \"asin\": \"B01CE5P5HG\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"ee9894a6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"ee9894a6\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Indoor Cam (newest model) \\u2014 Home or business security in 1080p HD video, White\", \"asin\": \"0a301bc1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk\", \"asin\": \"0a301bc1\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (Black)\", \"asin\": \"B0BWX39R5W\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 1 camera system\", \"asin\": \"ee9894a6\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 5 camera system\", \"asin\": \"73072bfe\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to moni\", \"asin\": \"B08CKHPP52\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"WYZE Cam Pan v3 - Indoor/Outdoor Rated, 1080p HD, SD Card Storage, No Subscription Required, 360\\u00b0 Pan/Tilt/Zoom, Wi-Fi Securi\", \"asin\": \"19e03689\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"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\": \"2025-04-20T21:11:11.786Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B09LNW3CY2\", \"price\": \"$287.67\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 12, 64GB, Black - Fully Unlocked (Renewed)\", \"asin\": \"B08PP5MSVB\", \"price\": \"$204.98\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 14, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B0BN72FYFG\", \"price\": \"$345.51\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad (10.2-Inch, Wi-Fi, 32GB) - Space Gray (Renewed)\", \"asin\": \"B08264XHCZ\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 12 Mini, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B08PPDJWC8\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"PlayStation Sony DualSense Wireless Controller 5 - Starlight Blue (Renewed)\", \"asin\": \"B09S6TSCJ3\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"Apple AirPods 2 with Charging Case - White (Renewed)\", \"asin\": \"B07SKLLYTW\", \"price\": \"$83.12\", \"quantity\": \"\"},\n{\"title\": \"Apple Watch Series 5 (GPS, 40MM) - Gold Aluminum Case with Pink Sand Sport Band (Renewed)\", \"asin\": \"B083M6YZKT\", \"price\": \"$116.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad (2018 Model) with Wi-Fi only 32GB Apple 9.7in iPad - Space Gray (Renewed)\", \"asin\": \"B07D3DDJ4L\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 13 Pro, 128GB, Graphite - Unlocked (Renewed)\", \"asin\": \"B09LP77GDL\", \"price\": \"$375.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 11, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B07ZPKN6YR\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Apple AirPods Pro Wireless Earbuds with MagSafe Charging Case (Renewed)\", \"asin\": \"B0B844T634\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Beats Solo 4 - Wireless Bluetooth On-Ear Headphones, Apple & Android Compatible, Up to 50 Hours of Battery Life - Matte Black (Renewed)\", \"asin\": \"B0D3KKP8GL\", \"price\": \"$114.95\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone SE 2nd Generation, US Version, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B088NQXD8T\", \"price\": \"$102.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 14 Pro, 256GB, Space Black - Unlocked (Renewed)\", \"asin\": \"B0BN96CCM6\", \"price\": \"$528.35\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad 2020 (10.2-inch, Wi-Fi, 32GB) - Space Gray (Renewed)\", \"asin\": \"B08KWJW3DV\", \"price\": \"$147.81\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 13 Pro Max, 128GB, Sierra Blue - Unlocked (Renewed)\", \"asin\": \"B09LPDM924\", \"price\": \"$460.00\", \"quantity\": \"\"},\n{\"title\": \"DualShock 4 Wireless Controller for PlayStation 4 - Jet Black (Renewed)\", \"asin\": \"B0125JFATY\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed Premium)\", \"asin\": \"B0BGQKY8S9\", \"price\": \"$369.99\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 13 Mini, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B09LKTXKXQ\", \"price\": \"$268.80\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad 2021 (10.2-inch, Wi-Fi, 64GB) - Space Gray (Renewed)\", \"asin\": \"B09HK12K5M\", \"price\": \"$214.60\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG Galaxy Watch 6 Classic 47mm Bluetooth Smartwatch, Rotating Bezel, Fitness Tracker, Personalized HR Zones, Advanced Sleep Coaching, US Version, Black (Renewed)\", \"asin\": \"B0CR7858WN\", \"price\": \"$124.97\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 15, 128GB, Black - Unlocked (Renewed)\", \"asin\": \"B0CMPMY9ZZ\", \"price\": \"$499.79\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 15 Pro Max, 256GB, Natural Titanium - Unlocked (Renewed)\", \"asin\": \"B0CMZD7VCV\", \"price\": \"$769.95\", \"quantity\": \"\"},\n{\"title\": \"Beats Studio Pro - Wireless Bluetooth Noise Cancelling Headphones - Black (Renewed Premium)\", \"asin\": \"B0CL3P2YHF\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 12 Pro, 128GB, Pacific Blue - Fully Unlocked (Renewed)\", \"asin\": \"B08PMYLKVF\", \"price\": \"$295.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone XR, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B07P6Y7954\", \"price\": \"$157.41\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad (10.2-inch, Wi-Fi, 128GB, 8th Generation)- Space Gray (Renewed)\", \"asin\": \"B08L1VD7K9\", \"price\": \"$195.00\", \"quantity\": \"\"},\n{\"title\": \"Beats Studio3 Wireless Headphones - Matte Black (Renewed)\", \"asin\": \"B079TLV1WW\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Apple Watch Series 7 GPS + Cellular, 45mm Midnight Aluminum Case with Midnight Sport Band - Regular (Renewed)\", \"asin\": \"B09PQ7C8Z3\", \"price\": \"$154.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:11:22.473Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T21:11:22.473Z
|
input
|
t450
|
rule
|
train
| 622 |
2025-04-20T21:11:22.473Z
|
input
|
t450
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed)", "asin": "B09LNW3CY2", "price": "$287.67", "quantity": ""},
{"title": "Apple iPhone 12, 64GB, Black - Fully Unlocked (Renewed)", "asin": "B08PP5MSVB", "price": "$204.98", "quantity": ""},
{"title": "Apple iPhone 14, 128GB, Midnight - Unlocked (Renewed)", "asin": "B0BN72FYFG", "price": "$345.51", "quantity": ""},
{"title": "Apple iPad (10.2-Inch, Wi-Fi, 32GB) - Space Gray (Renewed)", "asin": "B08264XHCZ", "price": "$124.99", "quantity": ""},
{"title": "Apple iPhone 12 Mini, 64GB, Black - Unlocked (Renewed)", "asin": "B08PPDJWC8", "price": "$180.00", "quantity": ""},
{"title": "PlayStation Sony DualSense Wireless Controller 5 - Starlight Blue (Renewed)", "asin": "B09S6TSCJ3", "price": "$69.98", "quantity": ""},
{"title": "Apple AirPods 2 with Charging Case - White (Renewed)", "asin": "B07SKLLYTW", "price": "$83.12", "quantity": ""},
{"title": "Apple Watch Series 5 (GPS, 40MM) - Gold Aluminum Case with Pink Sand Sport Band (Renewed)", "asin": "B083M6YZKT", "price": "$116.00", "quantity": ""},
{"title": "Apple iPad (2018 Model) with Wi-Fi only 32GB Apple 9.7in iPad - Space Gray (Renewed)", "asin": "B07D3DDJ4L", "price": "$99.99", "quantity": ""},
{"title": "Apple iPhone 13 Pro, 128GB, Graphite - Unlocked (Renewed)", "asin": "B09LP77GDL", "price": "$375.00", "quantity": ""},
{"title": "Apple iPhone 11, 64GB, Black - Unlocked (Renewed)", "asin": "B07ZPKN6YR", "price": "$179.00", "quantity": ""},
{"title": "Apple AirPods Pro Wireless Earbuds with MagSafe Charging Case (Renewed)", "asin": "B0B844T634", "price": "$110.00", "quantity": ""},
{"title": "Beats Solo 4 - Wireless Bluetooth On-Ear Headphones, Apple & Android Compatible, Up to 50 Hours of Battery Life - Matte Black (Renewed)", "asin": "B0D3KKP8GL", "price": "$114.95", "quantity": ""},
{"title": "Apple iPhone SE 2nd Generation, US Version, 64GB, Black - Unlocked (Renewed)", "asin": "B088NQXD8T", "price": "$102.00", "quantity": ""},
{"title": "Apple iPhone 14 Pro, 256GB, Space Black - Unlocked (Renewed)", "asin": "B0BN96CCM6", "price": "$528.35", "quantity": ""},
{"title": "Apple iPad 2020 (10.2-inch, Wi-Fi, 32GB) - Space Gray (Renewed)", "asin": "B08KWJW3DV", "price": "$147.81", "quantity": ""},
{"title": "Apple iPhone 13 Pro Max, 128GB, Sierra Blue - Unlocked (Renewed)", "asin": "B09LPDM924", "price": "$460.00", "quantity": ""},
{"title": "DualShock 4 Wireless Controller for PlayStation 4 - Jet Black (Renewed)", "asin": "B0125JFATY", "price": "$40.00", "quantity": ""},
{"title": "Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed Premium)", "asin": "B0BGQKY8S9", "price": "$369.99", "quantity": ""},
{"title": "Apple iPhone 13 Mini, 128GB, Midnight - Unlocked (Renewed)", "asin": "B09LKTXKXQ", "price": "$268.80", "quantity": ""},
{"title": "Apple iPad 2021 (10.2-inch, Wi-Fi, 64GB) - Space Gray (Renewed)", "asin": "B09HK12K5M", "price": "$214.60", "quantity": ""},
{"title": "SAMSUNG Galaxy Watch 6 Classic 47mm Bluetooth Smartwatch, Rotating Bezel, Fitness Tracker, Personalized HR Zones, Advanced Sleep Coaching, US Version, Black (Renewed)", "asin": "B0CR7858WN", "price": "$124.97", "quantity": ""},
{"title": "Apple iPhone 15, 128GB, Black - Unlocked (Renewed)", "asin": "B0CMPMY9ZZ", "price": "$499.79", "quantity": ""},
{"title": "Apple iPhone 15 Pro Max, 256GB, Natural Titanium - Unlocked (Renewed)", "asin": "B0CMZD7VCV", "price": "$769.95", "quantity": ""},
{"title": "Beats Studio Pro - Wireless Bluetooth Noise Cancelling Headphones - Black (Renewed Premium)", "asin": "B0CL3P2YHF", "price": "$169.99", "quantity": ""},
{"title": "Apple iPhone 12 Pro, 128GB, Pacific Blue - Fully Unlocked (Renewed)", "asin": "B08PMYLKVF", "price": "$295.00", "quantity": ""},
{"title": "Apple iPhone XR, 64GB, Black - Unlocked (Renewed)", "asin": "B07P6Y7954", "price": "$157.41", "quantity": ""},
{"title": "Apple iPad (10.2-inch, Wi-Fi, 128GB, 8th Generation)- Space Gray (Renewed)", "asin": "B08L1VD7K9", "price": "$195.00", "quantity": ""},
{"title": "Beats Studio3 Wireless Headphones - Matte Black (Renewed)", "asin": "B079TLV1WW", "price": "$109.99", "quantity": ""},
{"title": "Apple Watch Series 7 GPS + Cellular, 45mm Midnight Aluminum Case with Midnight Sport Band - Regular (Renewed)", "asin": "B09PQ7C8Z3", "price": "$154.00", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T21:11:22.473Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-20T21:11:22.473Z\",\"action\": \"input\",\"acion_argument\": \"t450\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-20T21:11:22.473Z\",\"action\": \"input\",\"acion_argument\": \"t450\",}</answer>",
"index": 622,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B09LNW3CY2\", \"price\": \"$287.67\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 12, 64GB, Black - Fully Unlocked (Renewed)\", \"asin\": \"B08PP5MSVB\", \"price\": \"$204.98\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 14, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B0BN72FYFG\", \"price\": \"$345.51\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad (10.2-Inch, Wi-Fi, 32GB) - Space Gray (Renewed)\", \"asin\": \"B08264XHCZ\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 12 Mini, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B08PPDJWC8\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"PlayStation Sony DualSense Wireless Controller 5 - Starlight Blue (Renewed)\", \"asin\": \"B09S6TSCJ3\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"Apple AirPods 2 with Charging Case - White (Renewed)\", \"asin\": \"B07SKLLYTW\", \"price\": \"$83.12\", \"quantity\": \"\"},\n{\"title\": \"Apple Watch Series 5 (GPS, 40MM) - Gold Aluminum Case with Pink Sand Sport Band (Renewed)\", \"asin\": \"B083M6YZKT\", \"price\": \"$116.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad (2018 Model) with Wi-Fi only 32GB Apple 9.7in iPad - Space Gray (Renewed)\", \"asin\": \"B07D3DDJ4L\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 13 Pro, 128GB, Graphite - Unlocked (Renewed)\", \"asin\": \"B09LP77GDL\", \"price\": \"$375.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 11, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B07ZPKN6YR\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Apple AirPods Pro Wireless Earbuds with MagSafe Charging Case (Renewed)\", \"asin\": \"B0B844T634\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Beats Solo 4 - Wireless Bluetooth On-Ear Headphones, Apple & Android Compatible, Up to 50 Hours of Battery Life - Matte Black (Renewed)\", \"asin\": \"B0D3KKP8GL\", \"price\": \"$114.95\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone SE 2nd Generation, US Version, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B088NQXD8T\", \"price\": \"$102.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 14 Pro, 256GB, Space Black - Unlocked (Renewed)\", \"asin\": \"B0BN96CCM6\", \"price\": \"$528.35\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad 2020 (10.2-inch, Wi-Fi, 32GB) - Space Gray (Renewed)\", \"asin\": \"B08KWJW3DV\", \"price\": \"$147.81\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 13 Pro Max, 128GB, Sierra Blue - Unlocked (Renewed)\", \"asin\": \"B09LPDM924\", \"price\": \"$460.00\", \"quantity\": \"\"},\n{\"title\": \"DualShock 4 Wireless Controller for PlayStation 4 - Jet Black (Renewed)\", \"asin\": \"B0125JFATY\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed Premium)\", \"asin\": \"B0BGQKY8S9\", \"price\": \"$369.99\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 13 Mini, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B09LKTXKXQ\", \"price\": \"$268.80\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad 2021 (10.2-inch, Wi-Fi, 64GB) - Space Gray (Renewed)\", \"asin\": \"B09HK12K5M\", \"price\": \"$214.60\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG Galaxy Watch 6 Classic 47mm Bluetooth Smartwatch, Rotating Bezel, Fitness Tracker, Personalized HR Zones, Advanced Sleep Coaching, US Version, Black (Renewed)\", \"asin\": \"B0CR7858WN\", \"price\": \"$124.97\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 15, 128GB, Black - Unlocked (Renewed)\", \"asin\": \"B0CMPMY9ZZ\", \"price\": \"$499.79\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 15 Pro Max, 256GB, Natural Titanium - Unlocked (Renewed)\", \"asin\": \"B0CMZD7VCV\", \"price\": \"$769.95\", \"quantity\": \"\"},\n{\"title\": \"Beats Studio Pro - Wireless Bluetooth Noise Cancelling Headphones - Black (Renewed Premium)\", \"asin\": \"B0CL3P2YHF\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 12 Pro, 128GB, Pacific Blue - Fully Unlocked (Renewed)\", \"asin\": \"B08PMYLKVF\", \"price\": \"$295.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone XR, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B07P6Y7954\", \"price\": \"$157.41\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad (10.2-inch, Wi-Fi, 128GB, 8th Generation)- Space Gray (Renewed)\", \"asin\": \"B08L1VD7K9\", \"price\": \"$195.00\", \"quantity\": \"\"},\n{\"title\": \"Beats Studio3 Wireless Headphones - Matte Black (Renewed)\", \"asin\": \"B079TLV1WW\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Apple Watch Series 7 GPS + Cellular, 45mm Midnight Aluminum Case with Midnight Sport Band - Regular (Renewed)\", \"asin\": \"B09PQ7C8Z3\", \"price\": \"$154.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:11:22.473Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n{\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"},\n{\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$28.70\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BSNMSBHQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BC264NNC\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DPM2R3G7\", \"price\": \"$18.88\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0F37V8TSR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T14:12:44.513Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T14:12:44.513Z
|
click
|
quantity
|
rule
|
train
| 623 |
2025-04-21T14:12:44.513Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$48.59", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles", "asin": "B0DJHBQ3VT", "price": "$7.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "B0747HR4BT", "price": "$11.99", "quantity": ""},
{"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90", "asin": "B0BZQTSBWZ", "price": "$37.96", "quantity": ""},
{"title": "3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades", "asin": "B0D4YYSD8V", "price": "$18.99", "quantity": ""},
{"title": "Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520", "asin": "B01FG2RLOE", "price": "$44.99", "quantity": ""},
{"title": "VIKICON\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him", "asin": "/promo/A377JZ59CWHAN2", "price": "$39.99", "quantity": ""},
{"title": "Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades", "asin": "B0CQYFF8DY", "price": "$18.59", "quantity": ""},
{"title": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$28.70", "quantity": ""},
{"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
{"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B08ZNWFLTV", "price": "$57.96", "quantity": ""},
{"title": "", "asin": "B0BSNMSBHQ", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0BC264NNC", "price": "$49.95", "quantity": ""},
{"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "", "asin": "B0DPM2R3G7", "price": "$18.88", "quantity": ""},
{"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "", "asin": "B0F37V8TSR", "price": "$29.99", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)", "asin": "", "quantity": ""},
{"title": "Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 ", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "", "quantity": ""},
{"title": "Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima", "asin": "", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite", "asin": "", "quantity": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Pack of 3 /Face Body Kit"}]}],
"saved_items": [{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T14:12:44.513Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T14:12:44.513Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T14:12:44.513Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 623,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n{\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"},\n{\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$28.70\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BSNMSBHQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BC264NNC\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DPM2R3G7\", \"price\": \"$18.88\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0F37V8TSR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T14:12:44.513Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n{\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"},\n{\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$28.70\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BSNMSBHQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BC264NNC\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DPM2R3G7\", \"price\": \"$18.88\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0F37V8TSR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T14:12:51.758Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T14:12:51.758Z
|
click
|
quantity
|
rule
|
train
| 624 |
2025-04-21T14:12:51.758Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$48.59", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles", "asin": "B0DJHBQ3VT", "price": "$7.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "B0747HR4BT", "price": "$11.99", "quantity": ""},
{"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90", "asin": "B0BZQTSBWZ", "price": "$37.96", "quantity": ""},
{"title": "3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades", "asin": "B0D4YYSD8V", "price": "$18.99", "quantity": ""},
{"title": "Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520", "asin": "B01FG2RLOE", "price": "$44.99", "quantity": ""},
{"title": "VIKICON\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him", "asin": "/promo/A377JZ59CWHAN2", "price": "$39.99", "quantity": ""},
{"title": "Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades", "asin": "B0CQYFF8DY", "price": "$18.59", "quantity": ""},
{"title": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$28.70", "quantity": ""},
{"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
{"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B08ZNWFLTV", "price": "$57.96", "quantity": ""},
{"title": "", "asin": "B0BSNMSBHQ", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0BC264NNC", "price": "$49.95", "quantity": ""},
{"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "", "asin": "B0DPM2R3G7", "price": "$18.88", "quantity": ""},
{"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "", "asin": "B0F37V8TSR", "price": "$29.99", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)", "asin": "", "quantity": ""},
{"title": "Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 ", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "", "quantity": ""},
{"title": "Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima", "asin": "", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite", "asin": "", "quantity": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Pack of 3 /Face Body Kit"}]}],
"saved_items": [{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T14:12:51.758Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T14:12:51.758Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T14:12:51.758Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 624,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n{\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"},\n{\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$28.70\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BSNMSBHQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BC264NNC\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DPM2R3G7\", \"price\": \"$18.88\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0F37V8TSR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T14:12:51.758Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Reuseable Wick Evaporative Humidifier for Bedroom Quiet Healthy Baby Humidifier, No White Dust, Evaporative Humidifier Large Room 800ml/h 3 Speeds, 2 Gal, Timing, Auto Shut off\", \"asin\": \"B0CMTVGRYN\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"SU-4023B: 1-Gallon Evaporative Humidifier\", \"asin\": \"B0CPQ6J2J1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Humidifiers for Bedroom Baby, Sprout Evaporative with Dual Filters for Air & Water, Separate Sensor, Adjustable No Blue Nightlight, Auto Dry, Smart Control & Alexa, Auto Mode, 3.8L Tank for 36H\", \"asin\": \"B0DLGDRRXY\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"HHE150 Hunter Aspire 4.8L Evaporative Humidifier with PermaWick Filter (4.8L) - Remove Contaminants & White Dust for Clean Mist & Air \\u2013 Medium Humidifier for Home, Bedroom, or Dorm - White\", \"asin\": \"B0CPYM9TBT\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"MistFree Smart Humidifier for Bedroom, Evaporative Humidifier No White Dust, Auto Humidity & APP Control, 3L Water Tank Easy to Clean, Sleep Mode, Timing, Humidifiers for Nursery, Baby (White)\", \"asin\": \"/promo/A2HS95V5A4UIRZ\", \"price\": \"$72.99\", \"quantity\": \"\"},\n{\"title\": \"ANTOBLE 4 Pack MD1-0034 Humidifier Wick Replacement Filters Compatible with Vornado EVAP2, EVAP40, EV100, EV200, EVDC300, EVDC500, EVDC505 Evaporative Humidifiers\", \"asin\": \"B0BFQNSK7K\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"B0C2C9NHZW\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"KLARTA Humea Smart Evaporative Humidifier with WiFi (White) | 3L Tank, Mobile Control, Auto, Quiet, No White Dust, Nightlight | Relief for Allergy, Dry Skin, Dry Air, Sleep Issues\", \"asin\": \"B0DRVN2SXF\", \"price\": \"$87.00\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Superior 6000S Smart Evaporative Humidifiers for Home Whole House up to 3000ft\\u00b2, 6 Gal, Last 72-Hour, Premium Filter, Dry Mode, Wheels & Water Fill Hose & Foldable Storage - Quiet Sleep Mode\", \"asin\": \"B0CGR1N9T6\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Stadler Form humidifier Oskar, energy-saving humidifier for rooms up to 540 square feet, evaporator with automatic switch-off, dimmable LEDs, very quiet, black\", \"asin\": \"B00375C918\", \"price\": \"$158.45\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Evaporative Humidifier for Whole House up to 1076.4 sqft, 10L(2.64G) Large Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-14h Timer,Premium Filter Quiet Sleep Mode for Bedroom\", \"asin\": \"B0DMNJRKX7\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Wooohoo Evaporative Humidifier for Bedroom, 2.11Gal/8L Quiet Humidifiers Large Room with SleepyTime, Aroma Diffuser, 6 Speeds, Top Fill, No White Dust, Auto Off Humidifier for Baby Nursery Home Office\", \"asin\": \"B0DHCYMF6Y\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"AIRCARE Space Saver Large Evaporative Whole House Commercial 6 Gallon Humidifier for Large Rooms 2,700 sq ft. With Digital Controls, Auto Humidistat and Automatic Shut Off\", \"asin\": \"B00WAC9VKQ\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Evaporative Humidifier for Whole House up to 538.2 sqft, 480 ml/h Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-12h Timer,Premium Filter Quiet Sleep Mode for Bedroom,5L(1.32G)\", \"asin\": \"/promo/A2Z2DV7Q3Y0UTW\", \"price\": \"$54.39\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0F2DFCDR7\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B06XYQ8J4W\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B09K25DC2Q\", \"price\": \"$50.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07CTMBTFN\", \"price\": \"$21.97\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B00DP1AZLU\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"KarParts360 Front Exterior Door Handle for Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement fo\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:14:15.923Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:14:15.923Z
|
click
|
suggested_term
|
rule
|
train
| 625 |
2025-04-21T19:14:15.923Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Reuseable Wick Evaporative Humidifier for Bedroom Quiet Healthy Baby Humidifier, No White Dust, Evaporative Humidifier Large Room 800ml/h 3 Speeds, 2 Gal, Timing, Auto Shut off", "asin": "B0CMTVGRYN", "price": "$139.99", "quantity": ""},
{"title": "SU-4023B: 1-Gallon Evaporative Humidifier", "asin": "B0CPQ6J2J1", "price": "$39.99", "quantity": ""},
{"title": "LEVOIT Humidifiers for Bedroom Baby, Sprout Evaporative with Dual Filters for Air & Water, Separate Sensor, Adjustable No Blue Nightlight, Auto Dry, Smart Control & Alexa, Auto Mode, 3.8L Tank for 36H", "asin": "B0DLGDRRXY", "price": "$189.99", "quantity": ""},
{"title": "HHE150 Hunter Aspire 4.8L Evaporative Humidifier with PermaWick Filter (4.8L) - Remove Contaminants & White Dust for Clean Mist & Air \u2013 Medium Humidifier for Home, Bedroom, or Dorm - White", "asin": "B0CPYM9TBT", "price": "$79.99", "quantity": ""},
{"title": "MistFree Smart Humidifier for Bedroom, Evaporative Humidifier No White Dust, Auto Humidity & APP Control, 3L Water Tank Easy to Clean, Sleep Mode, Timing, Humidifiers for Nursery, Baby (White)", "asin": "/promo/A2HS95V5A4UIRZ", "price": "$72.99", "quantity": ""},
{"title": "ANTOBLE 4 Pack MD1-0034 Humidifier Wick Replacement Filters Compatible with Vornado EVAP2, EVAP40, EV100, EV200, EVDC300, EVDC500, EVDC505 Evaporative Humidifiers", "asin": "B0BFQNSK7K", "price": "$22.99", "quantity": ""},
{"title": "LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H", "asin": "B0C2C9NHZW", "price": "$39.99", "quantity": ""},
{"title": "KLARTA Humea Smart Evaporative Humidifier with WiFi (White) | 3L Tank, Mobile Control, Auto, Quiet, No White Dust, Nightlight | Relief for Allergy, Dry Skin, Dry Air, Sleep Issues", "asin": "B0DRVN2SXF", "price": "$87.00", "quantity": ""},
{"title": "LEVOIT Superior 6000S Smart Evaporative Humidifiers for Home Whole House up to 3000ft\u00b2, 6 Gal, Last 72-Hour, Premium Filter, Dry Mode, Wheels & Water Fill Hose & Foldable Storage - Quiet Sleep Mode", "asin": "B0CGR1N9T6", "price": "$249.99", "quantity": ""},
{"title": "Stadler Form humidifier Oskar, energy-saving humidifier for rooms up to 540 square feet, evaporator with automatic switch-off, dimmable LEDs, very quiet, black", "asin": "B00375C918", "price": "$158.45", "quantity": ""},
{"title": "VEVOR Evaporative Humidifier for Whole House up to 1076.4 sqft, 10L(2.64G) Large Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-14h Timer,Premium Filter Quiet Sleep Mode for Bedroom", "asin": "B0DMNJRKX7", "price": "$89.99", "quantity": ""},
{"title": "Wooohoo Evaporative Humidifier for Bedroom, 2.11Gal/8L Quiet Humidifiers Large Room with SleepyTime, Aroma Diffuser, 6 Speeds, Top Fill, No White Dust, Auto Off Humidifier for Baby Nursery Home Office", "asin": "B0DHCYMF6Y", "price": "$89.99", "quantity": ""},
{"title": "AIRCARE Space Saver Large Evaporative Whole House Commercial 6 Gallon Humidifier for Large Rooms 2,700 sq ft. With Digital Controls, Auto Humidistat and Automatic Shut Off", "asin": "B00WAC9VKQ", "price": "$124.99", "quantity": ""},
{"title": "VEVOR Evaporative Humidifier for Whole House up to 538.2 sqft, 480 ml/h Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-12h Timer,Premium Filter Quiet Sleep Mode for Bedroom,5L(1.32G)", "asin": "/promo/A2Z2DV7Q3Y0UTW", "price": "$54.39", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0F2DFCDR7", "price": "$34.99", "quantity": ""},
{"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
{"title": "", "asin": "B08ZNWFLTV", "price": "$57.96", "quantity": ""},
{"title": "", "asin": "B06XYQ8J4W", "price": "$48.99", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B09K25DC2Q", "price": "$50.99", "quantity": ""},
{"title": "", "asin": "B07CTMBTFN", "price": "$21.97", "quantity": ""},
{"title": "", "asin": "B0CZB5PWMQ", "price": "$63.00", "quantity": ""},
{"title": "", "asin": "B00DP1AZLU", "price": "$51.99", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)", "asin": "", "quantity": ""},
{"title": "KarParts360 Front Exterior Door Handle for Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement fo", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "", "quantity": ""},
{"title": "Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima", "asin": "", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite", "asin": "", "quantity": ""}],
"saved_items": [{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:14:15.923Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:14:15.923Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:14:15.923Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 625,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Reuseable Wick Evaporative Humidifier for Bedroom Quiet Healthy Baby Humidifier, No White Dust, Evaporative Humidifier Large Room 800ml/h 3 Speeds, 2 Gal, Timing, Auto Shut off\", \"asin\": \"B0CMTVGRYN\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"SU-4023B: 1-Gallon Evaporative Humidifier\", \"asin\": \"B0CPQ6J2J1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Humidifiers for Bedroom Baby, Sprout Evaporative with Dual Filters for Air & Water, Separate Sensor, Adjustable No Blue Nightlight, Auto Dry, Smart Control & Alexa, Auto Mode, 3.8L Tank for 36H\", \"asin\": \"B0DLGDRRXY\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"HHE150 Hunter Aspire 4.8L Evaporative Humidifier with PermaWick Filter (4.8L) - Remove Contaminants & White Dust for Clean Mist & Air \\u2013 Medium Humidifier for Home, Bedroom, or Dorm - White\", \"asin\": \"B0CPYM9TBT\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"MistFree Smart Humidifier for Bedroom, Evaporative Humidifier No White Dust, Auto Humidity & APP Control, 3L Water Tank Easy to Clean, Sleep Mode, Timing, Humidifiers for Nursery, Baby (White)\", \"asin\": \"/promo/A2HS95V5A4UIRZ\", \"price\": \"$72.99\", \"quantity\": \"\"},\n{\"title\": \"ANTOBLE 4 Pack MD1-0034 Humidifier Wick Replacement Filters Compatible with Vornado EVAP2, EVAP40, EV100, EV200, EVDC300, EVDC500, EVDC505 Evaporative Humidifiers\", \"asin\": \"B0BFQNSK7K\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"B0C2C9NHZW\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"KLARTA Humea Smart Evaporative Humidifier with WiFi (White) | 3L Tank, Mobile Control, Auto, Quiet, No White Dust, Nightlight | Relief for Allergy, Dry Skin, Dry Air, Sleep Issues\", \"asin\": \"B0DRVN2SXF\", \"price\": \"$87.00\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Superior 6000S Smart Evaporative Humidifiers for Home Whole House up to 3000ft\\u00b2, 6 Gal, Last 72-Hour, Premium Filter, Dry Mode, Wheels & Water Fill Hose & Foldable Storage - Quiet Sleep Mode\", \"asin\": \"B0CGR1N9T6\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Stadler Form humidifier Oskar, energy-saving humidifier for rooms up to 540 square feet, evaporator with automatic switch-off, dimmable LEDs, very quiet, black\", \"asin\": \"B00375C918\", \"price\": \"$158.45\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Evaporative Humidifier for Whole House up to 1076.4 sqft, 10L(2.64G) Large Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-14h Timer,Premium Filter Quiet Sleep Mode for Bedroom\", \"asin\": \"B0DMNJRKX7\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Wooohoo Evaporative Humidifier for Bedroom, 2.11Gal/8L Quiet Humidifiers Large Room with SleepyTime, Aroma Diffuser, 6 Speeds, Top Fill, No White Dust, Auto Off Humidifier for Baby Nursery Home Office\", \"asin\": \"B0DHCYMF6Y\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"AIRCARE Space Saver Large Evaporative Whole House Commercial 6 Gallon Humidifier for Large Rooms 2,700 sq ft. With Digital Controls, Auto Humidistat and Automatic Shut Off\", \"asin\": \"B00WAC9VKQ\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Evaporative Humidifier for Whole House up to 538.2 sqft, 480 ml/h Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-12h Timer,Premium Filter Quiet Sleep Mode for Bedroom,5L(1.32G)\", \"asin\": \"/promo/A2Z2DV7Q3Y0UTW\", \"price\": \"$54.39\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0F2DFCDR7\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B06XYQ8J4W\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B09K25DC2Q\", \"price\": \"$50.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07CTMBTFN\", \"price\": \"$21.97\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B00DP1AZLU\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"KarParts360 Front Exterior Door Handle for Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement fo\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:14:15.923Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"one blade replacement heads qp2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CDQFVY1J\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0D1LGTTS6\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4568 reviews. Eligible for Prime.\", \"asin\": \"B0BNP56GKH\"}],\n\"search_results\": [{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 6 left in stock - order soon.\"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1\"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 28 - 29\"},\n{\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 7 left in stock - order soon.\"},\n{\"title\": \"3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861\", \"asin\": \"B0D7C3FSMK\", \"price\": \"$18.00\", \"delivery\": \"FREE delivery Apr 30 - May 1Only 5 left in stock - order soon.\"},\n{\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23 Only 11 left in stock - order soon.\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Blade Adjustable Guards for Blade of Qp2520 Qp2530 Qp2620 Qp2630 Shaver, 14 Length Settings Optional from 0.4-10mm with 1 Skin Guard and 1 Body Comb\\uff0cCompatible for Philips Guards and Combs Set\", \"asin\": \"B0DR35NP62\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\"},\n{\"title\": \"4Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F1F5YV5M\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 6 left in stock - order soon.\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads, for Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\", \"asin\": \"B0DY75NNXT\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n{\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads - Compatible with Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\", \"asin\": \"B0CYBR1TDN\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Thu, May 1 Only 12 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 7 left in stock - order soon.\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM Only 18 left in stock - order soon.\"},\n{\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.49\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n{\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2025 Upgrade Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DYNQNXGL\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery May 1 - 2\"},\n{\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.27\", \"delivery\": \"FREE delivery Wed, May 7 Or fastest delivery Mon, Apr 28\"},\n{\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DY76GVP5\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n{\"title\": \"14 Lengths Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630, Beard Trimmer Attachment\", \"asin\": \"B0DPHR4PLP\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"MEROM One Blade QP2630 Charger Compatible with Philips HQ850 Power Cord, Replacement for Norelco Oneblade Trimmer Charging Cord QP2530 QP2630, 8V\", \"asin\": \"B087FW62SM\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Hard Travel Case for One Blade Hybrid Electric Trimmer and Shaver 360 QP2520 QP2530 QP2620 QP2630 Can Extra Storage Replacement Heads Charging Cables Accessories Ideal for Business Travel\", \"asin\": \"B0D22RF1ZC\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:14:25.158Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:14:25.158Z
|
click_product
|
B0C2J8XTYY
|
rule
|
train
| 626 |
2025-04-21T19:14:25.158Z
|
click_product
|
B0C2J8XTYY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "one blade replacement heads qp2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.", "asin": "B0CDQFVY1J"},
{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.", "asin": "B0D1LGTTS6"},
{"title": "Go to detail page for \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\" Rated 4.7 out of 5 stars by 4568 reviews. Eligible for Prime.", "asin": "B0BNP56GKH"}],
"search_results": [{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$31.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green", "asin": "B0DPCXX7PG", "price": "$28.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 6 left in stock - order soon."},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Replacement Blade, for Philips Norelco One Blade QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)", "asin": "B0DT1JW691", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black", "asin": "B0F284X8G4", "price": "$9.98", "delivery": "FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1"},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0F1JRSDX5", "price": "$17.77", "delivery": "FREE delivery Apr 28 - 29"},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 25 - 29 Only 7 left in stock - order soon."},
{"title": "3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861", "asin": "B0D7C3FSMK", "price": "$18.00", "delivery": "FREE delivery Apr 30 - May 1Only 5 left in stock - order soon."},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0D3HPSLY6", "price": "$12.59", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23 Only 11 left in stock - order soon."},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply", "asin": "B08TVL7B8D", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade", "asin": "B0DPHJJ89C", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Blade Adjustable Guards for Blade of Qp2520 Qp2530 Qp2620 Qp2630 Shaver, 14 Length Settings Optional from 0.4-10mm with 1 Skin Guard and 1 Body Comb\uff0cCompatible for Philips Guards and Combs Set", "asin": "B0DR35NP62", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon."},
{"title": "4Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F1F5YV5M", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green", "asin": "B0DPCXX7PG", "price": "$28.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 6 left in stock - order soon."},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads, for Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer", "asin": "B0DY75NNXT", "price": "$16.99", "delivery": "FREE delivery Apr 29 - 30"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads - Compatible with Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer", "asin": "B0CYBR1TDN", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DB5QC41H", "price": "$16.99", "delivery": "FREE delivery Thu, May 1 Only 12 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray", "asin": "B0DPCZ396S", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 7 left in stock - order soon."},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM Only 18 left in stock - order soon."},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.49", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0DY76TP1M", "price": "$16.99", "delivery": "FREE delivery Apr 29 - 30"},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2025 Upgrade Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0DYNQNXGL", "price": "$16.99", "delivery": "FREE delivery May 1 - 2"},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.27", "delivery": "FREE delivery Wed, May 7 Or fastest delivery Mon, Apr 28"},
{"title": "Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72", "asin": "B07C336J4Q", "price": "$64.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 11 left in stock - order soon."},
{"title": "2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DY76GVP5", "price": "$16.99", "delivery": "FREE delivery Apr 29 - 30"},
{"title": "14 Lengths Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630, Beard Trimmer Attachment", "asin": "B0DPHR4PLP", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "MEROM One Blade QP2630 Charger Compatible with Philips HQ850 Power Cord, Replacement for Norelco Oneblade Trimmer Charging Cord QP2530 QP2630, 8V", "asin": "B087FW62SM", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Hard Travel Case for One Blade Hybrid Electric Trimmer and Shaver 360 QP2520 QP2530 QP2620 QP2630 Can Extra Storage Replacement Heads Charging Cables Accessories Ideal for Business Travel", "asin": "B0D22RF1ZC", "price": "$8.49", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600", "asin": "B0DC3YHRYJ", "price": "$6.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:14:25.158Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:14:25.158Z\",\"action\": \"click_product\",\"acion_argument\": \"B0C2J8XTYY\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:14:25.158Z\",\"action\": \"click_product\",\"acion_argument\": \"B0C2J8XTYY\",}</answer>",
"index": 626,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"one blade replacement heads qp2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CDQFVY1J\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0D1LGTTS6\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4568 reviews. Eligible for Prime.\", \"asin\": \"B0BNP56GKH\"}],\n\"search_results\": [{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 6 left in stock - order soon.\"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1\"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 28 - 29\"},\n{\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 7 left in stock - order soon.\"},\n{\"title\": \"3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861\", \"asin\": \"B0D7C3FSMK\", \"price\": \"$18.00\", \"delivery\": \"FREE delivery Apr 30 - May 1Only 5 left in stock - order soon.\"},\n{\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23 Only 11 left in stock - order soon.\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Blade Adjustable Guards for Blade of Qp2520 Qp2530 Qp2620 Qp2630 Shaver, 14 Length Settings Optional from 0.4-10mm with 1 Skin Guard and 1 Body Comb\\uff0cCompatible for Philips Guards and Combs Set\", \"asin\": \"B0DR35NP62\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\"},\n{\"title\": \"4Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F1F5YV5M\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 6 left in stock - order soon.\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads, for Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\", \"asin\": \"B0DY75NNXT\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n{\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads - Compatible with Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\", \"asin\": \"B0CYBR1TDN\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Thu, May 1 Only 12 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 7 left in stock - order soon.\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM Only 18 left in stock - order soon.\"},\n{\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.49\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n{\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2025 Upgrade Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DYNQNXGL\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery May 1 - 2\"},\n{\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.27\", \"delivery\": \"FREE delivery Wed, May 7 Or fastest delivery Mon, Apr 28\"},\n{\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DY76GVP5\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n{\"title\": \"14 Lengths Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630, Beard Trimmer Attachment\", \"asin\": \"B0DPHR4PLP\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"MEROM One Blade QP2630 Charger Compatible with Philips HQ850 Power Cord, Replacement for Norelco Oneblade Trimmer Charging Cord QP2530 QP2630, 8V\", \"asin\": \"B087FW62SM\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Hard Travel Case for One Blade Hybrid Electric Trimmer and Shaver 360 QP2520 QP2530 QP2620 QP2630 Can Extra Storage Replacement Heads Charging Cables Accessories Ideal for Business Travel\", \"asin\": \"B0D22RF1ZC\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:14:25.158Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"one blade replacement heads qp2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0C2J8XTYY\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"},\n{\"price\": \"$31.99\"},\n{\"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}],\n\"promotion_items\": [{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$31.99\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:14:40.358Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:14:40.358Z
|
click
|
other
|
rule
|
train
| 627 |
2025-04-21T19:14:40.358Z
|
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": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "one blade replacement heads qp2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0C2J8XTYY"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"},
{"price": "$31.99"},
{"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of 3 /Face Body Kit"}],
"promotion_items": [{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...", "asin": "B0DPKXK5P5", "price": "$16.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "quantity": ""},
{"title": "Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...", "asin": "B0DPKXK5P5", "price": "$16.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$31.99"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:14:40.358Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:14:40.358Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:14:40.358Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 627,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"one blade replacement heads qp2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0C2J8XTYY\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"},\n{\"price\": \"$31.99\"},\n{\"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}],\n\"promotion_items\": [{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$31.99\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:14:40.358Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"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\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:16:45.985Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:16:45.985Z
|
click
|
search
|
rule
|
train
| 628 |
2025-04-21T19:16:45.985Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "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": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"saved_items": [{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:16:45.985Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:16:45.985Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:16:45.985Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 628,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"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\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:16:45.985Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"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\": \"a\"}],\n\"promotion_items\": [{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\", \"asin\": \"B011SDXGYE\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\", \"asin\": \"B09B18SW3Y\", \"price\": \"$7.96\", \"quantity\": \"\"},\n{\"title\": \"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\", \"asin\": \"B09VB9CWN9\", \"price\": \"$16.12\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$26.95\", \"quantity\": \"\"},\n{\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:16:49.069Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:16:49.069Z
|
input
|
auto card
|
rule
|
train
| 629 |
2025-04-21T19:16:49.069Z
|
input
|
auto card
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "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": "a"}],
"promotion_items": [{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
{"title": "Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.", "asin": "B011SDXGYE", "price": "$15.99", "quantity": ""},
{"title": "Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.", "asin": "B074K5BDJL", "price": "$19.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06", "asin": "B09B18SW3Y", "price": "$7.96", "quantity": ""},
{"title": "Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave", "asin": "B09VB9CWN9", "price": "$16.12", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90", "asin": "B0BZQTSBWZ", "price": "$37.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$49.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$26.95", "quantity": ""},
{"title": "Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology", "asin": "B0C4ZXFSR8", "price": "$39.99", "quantity": ""},
{"title": "***New*** PHILIPS PQ206 Pocket Portable Battery Shaver", "asin": "B00UCTC6H4", "price": "$23.00", "quantity": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"saved_items": [{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:16:49.069Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:16:49.069Z\",\"action\": \"input\",\"acion_argument\": \"auto card \",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:16:49.069Z\",\"action\": \"input\",\"acion_argument\": \"auto card \",}</answer>",
"index": 629,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"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\": \"a\"}],\n\"promotion_items\": [{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\", \"asin\": \"B011SDXGYE\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\", \"asin\": \"B09B18SW3Y\", \"price\": \"$7.96\", \"quantity\": \"\"},\n{\"title\": \"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\", \"asin\": \"B09VB9CWN9\", \"price\": \"$16.12\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$26.95\", \"quantity\": \"\"},\n{\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:16:49.069Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"auto card \"}],\n\"promotion_items\": [{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\", \"asin\": \"B011SDXGYE\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\", \"asin\": \"B09B18SW3Y\", \"price\": \"$7.96\", \"quantity\": \"\"},\n{\"title\": \"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\", \"asin\": \"B09VB9CWN9\", \"price\": \"$16.12\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$26.95\", \"quantity\": \"\"},\n{\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:16:49.079Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:16:49.079Z
|
click
|
suggested_term
|
rule
|
train
| 630 |
2025-04-21T19:16:49.079Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "auto card "}],
"promotion_items": [{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
{"title": "Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.", "asin": "B011SDXGYE", "price": "$15.99", "quantity": ""},
{"title": "Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.", "asin": "B074K5BDJL", "price": "$19.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06", "asin": "B09B18SW3Y", "price": "$7.96", "quantity": ""},
{"title": "Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave", "asin": "B09VB9CWN9", "price": "$16.12", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90", "asin": "B0BZQTSBWZ", "price": "$37.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$49.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$26.95", "quantity": ""},
{"title": "Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology", "asin": "B0C4ZXFSR8", "price": "$39.99", "quantity": ""},
{"title": "***New*** PHILIPS PQ206 Pocket Portable Battery Shaver", "asin": "B00UCTC6H4", "price": "$23.00", "quantity": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"saved_items": [{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:16:49.079Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:16:49.079Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:16:49.079Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 630,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"auto card \"}],\n\"promotion_items\": [{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\", \"asin\": \"B011SDXGYE\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\", \"asin\": \"B09B18SW3Y\", \"price\": \"$7.96\", \"quantity\": \"\"},\n{\"title\": \"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\", \"asin\": \"B09VB9CWN9\", \"price\": \"$16.12\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$26.95\", \"quantity\": \"\"},\n{\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:16:49.079Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"auto card shuffler\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack \", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Auto Post-Shuffle Deal, Consecutive/Random Dealing, for Poker, Blackjack, UNO, Phase 10, Five Crowns (White1)\", \"asin\": \"B0DPM2LL94\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game\", \"asin\": \"B0D8ZNPRS8\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers\", \"asin\": \"B0DHDCYXPZ\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic 2 Deck Card Game Shuffler \\u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games\", \"asin\": \"B0DL5DL89L\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\", \"asin\": \"B08CXSK9V3\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:17:20.340Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:17:20.340Z
|
click
|
search
|
rule
|
train
| 631 |
2025-04-21T19:17:20.340Z
|
click
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search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "auto card shuffler"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0DS5X688R", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}],
"ads": [{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F"}],
"search_results": [{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Auto Post-Shuffle Deal, Consecutive/Random Dealing, for Poker, Blackjack, UNO, Phase 10, Five Crowns (White1)", "asin": "B0DPM2LL94", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)", "asin": "B0D1CCL8SZ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More", "asin": "B09YMWDM3Z", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10", "asin": "B0DT6TQNZR", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games", "asin": "B0CGZVNHN6", "price": "$27.54", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo", "asin": "B0DNSQSSXV", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers", "asin": "B0DHDCYXPZ", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\u00b0/180\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy", "asin": "B0D2K53MSC", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card", "asin": "B08CXSK9V3", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:17:20.340Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:17:20.340Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:17:20.340Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 631,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"auto card shuffler\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack \", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Auto Post-Shuffle Deal, Consecutive/Random Dealing, for Poker, Blackjack, UNO, Phase 10, Five Crowns (White1)\", \"asin\": \"B0DPM2LL94\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game\", \"asin\": \"B0D8ZNPRS8\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers\", \"asin\": \"B0DHDCYXPZ\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic 2 Deck Card Game Shuffler \\u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games\", \"asin\": \"B0DL5DL89L\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\", \"asin\": \"B08CXSK9V3\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:17:20.340Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack \", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Auto Post-Shuffle Deal, Consecutive/Random Dealing, for Poker, Blackjack, UNO, Phase 10, Five Crowns (White1)\", \"asin\": \"B0DPM2LL94\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game\", \"asin\": \"B0D8ZNPRS8\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers\", \"asin\": \"B0DHDCYXPZ\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic 2 Deck Card Game Shuffler \\u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games\", \"asin\": \"B0DL5DL89L\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\", \"asin\": \"B08CXSK9V3\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:17:22.515Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:17:22.515Z
|
click
|
search
|
rule
|
train
| 632 |
2025-04-21T19:17:22.515Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0DS5X688R", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}],
"ads": [{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F"}],
"search_results": [{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Auto Post-Shuffle Deal, Consecutive/Random Dealing, for Poker, Blackjack, UNO, Phase 10, Five Crowns (White1)", "asin": "B0DPM2LL94", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)", "asin": "B0D1CCL8SZ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More", "asin": "B09YMWDM3Z", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10", "asin": "B0DT6TQNZR", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games", "asin": "B0CGZVNHN6", "price": "$27.54", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo", "asin": "B0DNSQSSXV", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers", "asin": "B0DHDCYXPZ", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\u00b0/180\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy", "asin": "B0D2K53MSC", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card", "asin": "B08CXSK9V3", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:17:22.515Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:17:22.515Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:17:22.515Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 632,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack \", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Auto Post-Shuffle Deal, Consecutive/Random Dealing, for Poker, Blackjack, UNO, Phase 10, Five Crowns (White1)\", \"asin\": \"B0DPM2LL94\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game\", \"asin\": \"B0D8ZNPRS8\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers\", \"asin\": \"B0DHDCYXPZ\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic 2 Deck Card Game Shuffler \\u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games\", \"asin\": \"B0DL5DL89L\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\", \"asin\": \"B08CXSK9V3\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:17:22.515Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10 \", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\"}],\n\"search_results\": [{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)\", \"asin\": \"B0DJVF83WC\", \"price\": \"$40.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS63SV5L\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\", \"asin\": \"B0DLB5KFZ4\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYFFYP2\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\", \"asin\": \"B0DC6LR6RF\", \"price\": \"$69.99\", \"delivery\": \"$10 delivery Apr 24 - 28\"},\n{\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\", \"asin\": \"B0D22P6JBQ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\", \"asin\": \"B0DBMY1DSD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:17:28.614Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:17:28.614Z
|
click_product
|
B09Q69K331
|
rule
|
train
| 633 |
2025-04-21T19:17:28.614Z
|
click_product
|
B09Q69K331
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em ", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) ", "asin": "B0DF7KXF87", "price": "$139.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10 ", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}],
"ads": [{"title": "KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF"}],
"search_results": [{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)", "asin": "B0DJVF83WC", "price": "$40.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)", "asin": "B0D1CCL8SZ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS63SV5L", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly", "asin": "B0DLB5KFZ4", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games", "asin": "B0CGZVNHN6", "price": "$27.54", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYFFYP2", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10", "asin": "B0DT6TQNZR", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More", "asin": "B09YMWDM3Z", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards", "asin": "B0DC6LR6RF", "price": "$69.99", "delivery": "$10 delivery Apr 24 - 28"},
{"title": "ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo", "asin": "B0DNSQSSXV", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards", "asin": "B0D22P6JBQ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\u00b0/180\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy", "asin": "B0D2K53MSC", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:17:28.614Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:17:28.614Z\",\"action\": \"click_product\",\"acion_argument\": \"B09Q69K331\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:17:28.614Z\",\"action\": \"click_product\",\"acion_argument\": \"B09Q69K331\",}</answer>",
"index": 633,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10 \", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\"}],\n\"search_results\": [{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)\", \"asin\": \"B0DJVF83WC\", \"price\": \"$40.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS63SV5L\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\", \"asin\": \"B0DLB5KFZ4\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYFFYP2\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\", \"asin\": \"B0DC6LR6RF\", \"price\": \"$69.99\", \"delivery\": \"$10 delivery Apr 24 - 28\"},\n{\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\", \"asin\": \"B0D22P6JBQ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\", \"asin\": \"B0DBMY1DSD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:17:28.614Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B09Q69K331\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"},\n{\"price\": \"$11.99\"},\n{\"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"1-2 Decks\"}],\n\"promotion_items\": [{\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n{\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n{\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n{\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n{\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n{\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:17:36.373Z\", // 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
|
2025-04-21T19:17:36.373Z
|
click
|
review
|
rule
|
train
| 634 |
2025-04-21T19:17:36.373Z
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click
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review
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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": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B09Q69K331"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel"},
{"price": "$11.99"},
{"bullet_list": "\u3010Card shuffler 2 deck\u3011\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \u3010Fits for various card game\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \u3010Dimensions in inches\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \u3010Easy to use\u3011 - Firstly,insert 4 AA batteries\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \u3010Replacement service\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "1-2 Decks"}],
"promotion_items": [{"title": "Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+", "asin": "5b96e2e8", "price": "$14.00", "quantity": ""},
{"title": "Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries", "asin": "d25d526d", "price": "$9.25", "quantity": ""},
{"title": "University Games Go Low Card Game Small", "asin": "2de48778", "price": "$7.30", "quantity": ""},
{"title": "Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)", "asin": "d25d526d", "price": "$15.34", "quantity": ""},
{"title": "WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\u2019s Paddle, 7 Answer Paddles", "asin": "2de48778", "price": "$17.00", "quantity": ""},
{"title": "Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials", "asin": "ada6e9b0", "price": "$17.49", "quantity": ""},
{"title": "YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""},
{"title": "ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0...", "asin": "B0DCYM3YG6", "price": "$139.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:17:36.373Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:17:36.373Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:17:36.373Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 634,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B09Q69K331\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"},\n{\"price\": \"$11.99\"},\n{\"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"1-2 Decks\"}],\n\"promotion_items\": [{\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n{\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n{\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n{\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n{\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n{\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:17:36.373Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B09Q69K331\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"},\n{\"price\": \"$11.99\"},\n{\"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"1-2 Decks\"}],\n\"promotion_items\": [{\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n{\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n{\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n{\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n{\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n{\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:18:15.120Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:18:15.120Z
|
click
|
review
|
rule
|
train
| 635 |
2025-04-21T19:18:15.120Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B09Q69K331"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel"},
{"price": "$11.99"},
{"bullet_list": "\u3010Card shuffler 2 deck\u3011\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \u3010Fits for various card game\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \u3010Dimensions in inches\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \u3010Easy to use\u3011 - Firstly,insert 4 AA batteries\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \u3010Replacement service\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "1-2 Decks"}],
"promotion_items": [{"title": "Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+", "asin": "5b96e2e8", "price": "$14.00", "quantity": ""},
{"title": "Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries", "asin": "d25d526d", "price": "$9.25", "quantity": ""},
{"title": "University Games Go Low Card Game Small", "asin": "2de48778", "price": "$7.30", "quantity": ""},
{"title": "Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)", "asin": "d25d526d", "price": "$15.34", "quantity": ""},
{"title": "WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\u2019s Paddle, 7 Answer Paddles", "asin": "2de48778", "price": "$17.00", "quantity": ""},
{"title": "Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials", "asin": "ada6e9b0", "price": "$17.49", "quantity": ""},
{"title": "YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""},
{"title": "ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0...", "asin": "B0DCYM3YG6", "price": "$139.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:18:15.120Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:18:15.120Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:18:15.120Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 635,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B09Q69K331\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"},\n{\"price\": \"$11.99\"},\n{\"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"1-2 Decks\"}],\n\"promotion_items\": [{\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n{\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n{\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n{\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n{\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n{\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:18:15.120Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B09Q69K331\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"},\n{\"price\": \"$11.99\"},\n{\"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"1-4 Decks\"}],\n\"promotion_items\": [{\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n{\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n{\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n{\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n{\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n{\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:18:19.372Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:18:19.372Z
|
click
|
product_option
|
rule
|
train
| 636 |
2025-04-21T19:18:19.372Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B09Q69K331"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel"},
{"price": "$11.99"},
{"bullet_list": "\u3010Card shuffler 2 deck\u3011\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \u3010Fits for various card game\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \u3010Dimensions in inches\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \u3010Easy to use\u3011 - Firstly,insert 4 AA batteries\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \u3010Replacement service\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "1-4 Decks"}],
"promotion_items": [{"title": "Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+", "asin": "5b96e2e8", "price": "$14.00", "quantity": ""},
{"title": "Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries", "asin": "d25d526d", "price": "$9.25", "quantity": ""},
{"title": "University Games Go Low Card Game Small", "asin": "2de48778", "price": "$7.30", "quantity": ""},
{"title": "Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)", "asin": "d25d526d", "price": "$15.34", "quantity": ""},
{"title": "WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\u2019s Paddle, 7 Answer Paddles", "asin": "2de48778", "price": "$17.00", "quantity": ""},
{"title": "Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials", "asin": "ada6e9b0", "price": "$17.49", "quantity": ""},
{"title": "YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""},
{"title": "ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0...", "asin": "B0DCYM3YG6", "price": "$139.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:18:19.372Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:18:19.372Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:18:19.372Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 636,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B09Q69K331\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"},\n{\"price\": \"$11.99\"},\n{\"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"1-4 Decks\"}],\n\"promotion_items\": [{\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n{\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n{\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n{\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n{\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n{\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:18:19.372Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09 \", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ROYPOUTA Automatic Card Shuffler for 1-2 Decks \\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\", \"asin\": \"B0DNM3FGPJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"BATURU Rechargeable Automatic Card Shuffler 2 Deck \\u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights\", \"asin\": \"B0DGTDZ5QM\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DEVOGUE\\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket\", \"asin\": \"B0B8JTFZ19\", \"price\": \"$12.69\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck - Rechargeable Electric Shuffling Machine, Low Noise & Portable Design for UNO, Skip-Bo, Spades, Bridge & Professional Card Games\", \"asin\": \"B0F4WK6N7P\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery May 12 - 21\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)\", \"asin\": \"B0DJVF83WC\", \"price\": \"$40.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS63SV5L\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\", \"asin\": \"B0DLB5KFZ4\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYFFYP2\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\", \"asin\": \"B0DC6LR6RF\", \"price\": \"$69.99\", \"delivery\": \"$10 delivery Apr 24 - 28\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\", \"asin\": \"B08CXSK9V3\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"},\n{\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\", \"asin\": \"B0D22P6JBQ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:19:14.720Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:19:14.720Z
|
input
|
auto card shuffler any size
|
rule
|
train
| 637 |
2025-04-21T19:19:14.720Z
|
input
|
auto card shuffler any size
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em ", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) ", "asin": "B0DF7KXF87", "price": "$139.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
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{"title": "ROYPOUTA Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "quantity": ""},
{"title": "Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "quantity": ""},
{"title": "Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "quantity": ""},
{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "BATURU Rechargeable Automatic Card Shuffler 2 Deck \u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights", "asin": "B0DGTDZ5QM", "price": "$35.99", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
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{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
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{"title": "DEVOGUE\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket", "asin": "B0B8JTFZ19", "price": "$12.69", "quantity": ""}],
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{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck - Rechargeable Electric Shuffling Machine, Low Noise & Portable Design for UNO, Skip-Bo, Spades, Bridge & Professional Card Games", "asin": "B0F4WK6N7P", "price": "$29.99", "delivery": "FREE delivery May 12 - 21"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)", "asin": "B0DJVF83WC", "price": "$40.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)", "asin": "B0D1CCL8SZ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games", "asin": "B0CGZVNHN6", "price": "$27.54", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS63SV5L", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly", "asin": "B0DLB5KFZ4", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More", "asin": "B09YMWDM3Z", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYFFYP2", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10", "asin": "B0DT6TQNZR", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo", "asin": "B0DNSQSSXV", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards", "asin": "B0DC6LR6RF", "price": "$69.99", "delivery": "$10 delivery Apr 24 - 28"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card", "asin": "B08CXSK9V3", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards", "asin": "B0D22P6JBQ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\u00b0/180\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy", "asin": "B0D2K53MSC", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:19:14.720Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:19:14.720Z\",\"action\": \"input\",\"acion_argument\": \"auto card shuffler any size\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:19:14.720Z\",\"action\": \"input\",\"acion_argument\": \"auto card shuffler any size\",}</answer>",
"index": 637,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09 \", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ROYPOUTA Automatic Card Shuffler for 1-2 Decks \\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\", \"asin\": \"B0DNM3FGPJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"BATURU Rechargeable Automatic Card Shuffler 2 Deck \\u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights\", \"asin\": \"B0DGTDZ5QM\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DEVOGUE\\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket\", \"asin\": \"B0B8JTFZ19\", \"price\": \"$12.69\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck - Rechargeable Electric Shuffling Machine, Low Noise & Portable Design for UNO, Skip-Bo, Spades, Bridge & Professional Card Games\", \"asin\": \"B0F4WK6N7P\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery May 12 - 21\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)\", \"asin\": \"B0DJVF83WC\", \"price\": \"$40.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS63SV5L\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\", \"asin\": \"B0DLB5KFZ4\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYFFYP2\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\", \"asin\": \"B0DC6LR6RF\", \"price\": \"$69.99\", \"delivery\": \"$10 delivery Apr 24 - 28\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\", \"asin\": \"B08CXSK9V3\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"},\n{\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\", \"asin\": \"B0D22P6JBQ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:19:14.720Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B09Q69K331\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"},\n{\"price\": \"$11.99\"},\n{\"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"1-2 Decks\"}],\n\"promotion_items\": [{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler 4 Deck Automatic, USB-Power & Battery-Operated Electric Shuffler Mach...\", \"asin\": \"B0DL5SHMHV\", \"price\": \"$19.90\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler f...\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGMPZD8\", \"price\": \"$19.19\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"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\": \"2025-04-21T19:23:34.050Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:23:34.050Z
|
purchase
|
B09Q69K331
|
rule
|
train
| 638 |
2025-04-21T19:23:34.050Z
|
purchase
|
B09Q69K331
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B09Q69K331"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel"},
{"price": "$11.99"},
{"bullet_list": "\u3010Card shuffler 2 deck\u3011\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \u3010Fits for various card game\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \u3010Dimensions in inches\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \u3010Easy to use\u3011 - Firstly,insert 4 AA batteries\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \u3010Replacement service\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "1-2 Decks"}],
"promotion_items": [{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Card Shuffler 4 Deck Automatic, USB-Power & Battery-Operated Electric Shuffler Mach...", "asin": "B0DL5SHMHV", "price": "$19.90", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler f...", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGMPZD8", "price": "$19.19", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "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": "2025-04-21T19:23:34.050Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:23:34.050Z\",\"action\": \"purchase\",\"acion_argument\": \"B09Q69K331\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:23:34.050Z\",\"action\": \"purchase\",\"acion_argument\": \"B09Q69K331\",}</answer>",
"index": 638,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B09Q69K331\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"},\n{\"price\": \"$11.99\"},\n{\"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"1-2 Decks\"}],\n\"promotion_items\": [{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler 4 Deck Automatic, USB-Power & Battery-Operated Electric Shuffler Mach...\", \"asin\": \"B0DL5SHMHV\", \"price\": \"$19.90\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler f...\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGMPZD8\", \"price\": \"$19.19\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"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\": \"2025-04-21T19:23:34.050Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:56.412Z\", // 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
|
2025-04-21T19:23:56.412Z
|
click
|
search
|
rule
|
train
| 639 |
2025-04-21T19:23:56.412Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:56.412Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:23:56.412Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:23:56.412Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 639,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:56.412Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:56.610Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:23:56.610Z
|
click
|
search
|
rule
|
train
| 640 |
2025-04-21T19:23:56.610Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:56.610Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:23:56.610Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:23:56.610Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 640,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:56.610Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:57.192Z\", // 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
|
2025-04-21T19:23:57.192Z
|
click
|
search
|
rule
|
train
| 641 |
2025-04-21T19:23:57.192Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:57.192Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:23:57.192Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:23:57.192Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 641,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:57.192Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:57.361Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:23:57.361Z
|
click
|
search
|
rule
|
train
| 642 |
2025-04-21T19:23:57.361Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:57.361Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:23:57.361Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:23:57.361Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 642,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:57.361Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:57.539Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:23:57.539Z
|
click
|
search
|
rule
|
train
| 643 |
2025-04-21T19:23:57.539Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:57.539Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:23:57.539Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:23:57.539Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 643,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"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\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:57.539Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"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\": \"rail roads small cards\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:24:02.459Z\", // 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
|
2025-04-21T19:24:02.459Z
|
click
|
search
|
rule
|
train
| 644 |
2025-04-21T19:24:02.459Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "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": "rail roads small cards"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:24:02.459Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:24:02.459Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:24:02.459Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 644,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"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\": \"rail roads small cards\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:24:02.459Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"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\": \"rail roads small cards\"}],\n\"cart_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"TSB Jumbo Index Bridge Cards Pack of 12 Decks - 6 Colors Jumbo Print Bridge Playing Cards - with Single Box for Easy Storage(12 Decks in 6 Colors).\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\", \"asin\": \"B09J4MLB96\"},\n{\"title\": \"Go to detail page for \\\"TSB Anti-Slip Bridge Cards Table Mat 34 by 34 inch - Thick Cushioned and Stitched Edge Bridge Table Mat Tablecloth Suits Bridge, Canasta, Poker and Other Cards Games - Solid Color Green.\\\" Eligible for Prime.\", \"asin\": \"B0D4ZDHMG2\"},\n{\"title\": \"Go to detail page for \\\"TSB Standard Print Bridge Cards Pack of 12 Decks - 6 Colors Bridge Playing Cards - Easy Storage (2 Red 2 Blue 2 Purple 2 Grey 2 Green 2 Yellow Regular).\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\", \"asin\": \"B0BNZ88VDV\"}],\n\"search_results\": [{\"title\": \"Ravensburger Rivers, Roads and Rails - Innovative Matching Game for Kids | Encourages Strategic Thinking | Award-Winning Design\", \"asin\": \"B004KZCF0O\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Road Tape for Toy Car & Trains,3 Tape Rolls, Bonus 160 Traffic Sign Die Cut Stickers, 4 Road Tight Curves and 4 Trains Tight Curves, Develop Your Kids Imagination and Memory, Play and Learn\", \"asin\": \"B083KDRQ9J\", \"price\": \"$12.99\", \"delivery\": \"$6.43 delivery May 1 - 14 Only 11 left in stock - order soon.\"},\n{\"title\": \"Mini Rails: Road to Eltonburg \\u2014 by Moaideas Game Design | Family Cube Rail Experience | Double-Sided Modular Hex Board | 72 Train + 10 Animal Meeples | Solo Bot Cards | 1-5 Players | 20-40 Minutes\", \"asin\": \"B0F29YCTKC\", \"price\": \"$35.00\", \"delivery\": \"FREE delivery This item will be released on May 30, 2025.\"},\n{\"title\": \"3dRose Greeting Card - railroad crossing rail road sign black and white - Susans Zoo Crew Scenery\", \"asin\": \"B0DBT13ZJV\", \"price\": \"$1.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n{\"title\": \"3dRose Greeting Cards - crazy road sign of the sand-rail wheelie zone, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail wheelies\", \"asin\": \"B0DKVHSCYG\", \"price\": \"$11.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n{\"title\": \"3dRose Greeting Cards - sand-rail air zone road sign, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail jumping\", \"asin\": \"B0DKVMPKQX\", \"price\": \"$11.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n{\"title\": \"Heritage Playing Cards - History of Transport by Rail\", \"asin\": \"B002BG5E98\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n{\"title\": \"Piatnik 00 1650 Classic Cars Playing Cards\", \"asin\": \"B01AG29C4G\", \"price\": \"$18.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 1 left in stock - order soon.\"},\n{\"title\": \"Williams by Bachmann E-Z Street 16\\\" Diameter Curved Track 4 Per Card - O Scale\", \"asin\": \"B004WUHMXW\", \"price\": \"$27.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\"},\n{\"title\": \"E-Z Street 2.5\\\" Curve To Curve Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNAY\", \"price\": \"$29.27\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 2 left in stock - order soon.\"},\n{\"title\": \"Williams by Bachmann E-Z Street 2.5\\\" Straight To Curve Track 4 Per Card - O Scale\", \"asin\": \"B004WUHN68\", \"price\": \"$24.13\", \"delivery\": \"FREE delivery May 1 - 2 Or fastest delivery Apr 24 - 29 Only 4 left in stock - order soon.\"},\n{\"title\": \"E-Z Street 21\\\" Diameter Curved Track 4 Per Card - O Scale\", \"asin\": \"B004WUHMZU\", \"price\": \"$21.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"},\n{\"title\": \"Williams by Bachmann E-Z Street 10\\\" Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNNG\", \"price\": \"$31.79\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 5 left in stock - order soon.\"},\n{\"title\": \"E-Z Street 2.5\\\" Straight To Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHN0O\", \"price\": \"$22.79\", \"delivery\": \"FREE delivery May 5 - 6\"},\n{\"title\": \"E-Z Street 5\\\" Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNHW\", \"price\": \"$30.89\", \"delivery\": \"FREE delivery May 5 - 6\"},\n{\"title\": \"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\", \"asin\": \"B00P3LG6IQ\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3LF47K\", \"price\": \"$3.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3LJU16\", \"price\": \"$3.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3L5T16\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Pennsylvania Rail Road Station, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\", \"asin\": \"B00P6SIQXO\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail-Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P4USGB6\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail Road Station Newport, New Hampshire NH Original Antique Postcard\", \"asin\": \"B00PCNJDK8\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"The Strasburg rail road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P6RMO74\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"The Strasburg Rail Road - Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P6RMT06\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Along the Erie Rail Road Railroad Scenic Original Antique Postcard 1916\", \"asin\": \"B085HDF5KV\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P890S1O\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Western Pacific Rail Road Company Trains Railroad Original Vintage Postcard\", \"asin\": \"B082GJVNQX\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"The Strasburg Rail Road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P3LNG0M\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Pennsylvania Rail Road, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\", \"asin\": \"B00P6SJ9AI\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Levee with Elevated Rail Road St. Louis, Missouri MO Original Antique Postcard\", \"asin\": \"B00P9LJTEI\", \"price\": \"$8.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Narragansett Pier Rail Road Company Peace Dale, Rhode Island RI Original Vintage Postcard\", \"asin\": \"B00P5EY9QW\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Ravensburger Rivers, Roads & Rails - Children's Game\", \"asin\": \"B00001OX05\", \"delivery\": \"\"},\n{\"title\": \"Rail Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00PB8YYM6\", \"price\": \"$8.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Pennsylvania Rail Road Station Pittsburgh PA Original Antique Postcard\", \"asin\": \"B0BKYV3SVZ\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Frisco Line rail road box car Trains Railroad Original Antique Postcard\", \"asin\": \"B08NZDYCYG\", \"price\": \"$24.99\", \"delivery\": \"$7 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"New York Central Rail Road Station Oswego NY Original Antique Postcard 1910\", \"asin\": \"B00Q478UB4\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail Road Hospital Sacramento, California CA Original Antique Postcard\", \"asin\": \"B085J32LTH\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"High Bridge - Southern Pacific Rail Road Railroad Scenic Original Antique Postcard\", \"asin\": \"B01LY8208X\", \"price\": \"$16.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00PCNPNNE\", \"price\": \"$11.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail Road Station Orange, Massachusetts MA Original Antique Postcard 1915\", \"asin\": \"B0778JM49V\", \"price\": \"$17.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\", \"asin\": \"B0BKYWHJ3Q\", \"price\": \"$14.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail Road Station, Santa's Large Train, Santa Claus Land Santa Claus, Indiana IN Original Antique Postcard\", \"asin\": \"B00P9L19BO\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Southern Pacific Rail Road Depot Palo Alto, California CA Original Vintage Postcard\", \"asin\": \"B07FXXX333\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B014QW2GWC\", \"price\": \"$11.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Umgeni River, Rail & Road Bridges Natal, South Africa Original Antique Postcard\", \"asin\": \"B08Y9199CQ\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Electric Rail Road Station - Lima - Chorrillos - Lima Lima, Peru Original Antique Postcard\", \"asin\": \"B09XXHD4SK\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\", \"asin\": \"B085HDVGH2\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\", \"asin\": \"B085J39ZPT\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Zhanmai 200 Pcs Bulk Plan of Salvation Cards Gospel Tracts Pocket Holy Postcards Prayer Cards Christian Inspirational Bible Verses Wallet Planner Bookmark for Men Women Teens Ministering Tool\", \"asin\": \"B0CFY3L754\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"L. Frank Baum\\u2019s Oz Playing Cards - 54-Card Poker Deck with Original Artwork from The 1900 Book (Beige)\", \"asin\": \"B07HGDCHN7\", \"price\": \"$19.00\", \"delivery\": \"FREE delivery Mon, Apr 28Or fastest delivery Apr 23 - 25\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:24:09.850Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:24:09.850Z
|
click
|
cart_side_bar
|
rule
|
train
| 645 |
2025-04-21T19:24:09.850Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "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": "rail roads small cards"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Go to detail page for \"TSB Jumbo Index Bridge Cards Pack of 12 Decks - 6 Colors Jumbo Print Bridge Playing Cards - with Single Box for Easy Storage(12 Decks in 6 Colors).\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.", "asin": "B09J4MLB96"},
{"title": "Go to detail page for \"TSB Anti-Slip Bridge Cards Table Mat 34 by 34 inch - Thick Cushioned and Stitched Edge Bridge Table Mat Tablecloth Suits Bridge, Canasta, Poker and Other Cards Games - Solid Color Green.\" Eligible for Prime.", "asin": "B0D4ZDHMG2"},
{"title": "Go to detail page for \"TSB Standard Print Bridge Cards Pack of 12 Decks - 6 Colors Bridge Playing Cards - Easy Storage (2 Red 2 Blue 2 Purple 2 Grey 2 Green 2 Yellow Regular).\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.", "asin": "B0BNZ88VDV"}],
"search_results": [{"title": "Ravensburger Rivers, Roads and Rails - Innovative Matching Game for Kids | Encourages Strategic Thinking | Award-Winning Design", "asin": "B004KZCF0O", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Road Tape for Toy Car & Trains,3 Tape Rolls, Bonus 160 Traffic Sign Die Cut Stickers, 4 Road Tight Curves and 4 Trains Tight Curves, Develop Your Kids Imagination and Memory, Play and Learn", "asin": "B083KDRQ9J", "price": "$12.99", "delivery": "$6.43 delivery May 1 - 14 Only 11 left in stock - order soon."},
{"title": "Mini Rails: Road to Eltonburg \u2014 by Moaideas Game Design | Family Cube Rail Experience | Double-Sided Modular Hex Board | 72 Train + 10 Animal Meeples | Solo Bot Cards | 1-5 Players | 20-40 Minutes", "asin": "B0F29YCTKC", "price": "$35.00", "delivery": "FREE delivery This item will be released on May 30, 2025."},
{"title": "3dRose Greeting Card - railroad crossing rail road sign black and white - Susans Zoo Crew Scenery", "asin": "B0DBT13ZJV", "price": "$1.99", "delivery": "$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24"},
{"title": "3dRose Greeting Cards - crazy road sign of the sand-rail wheelie zone, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail wheelies", "asin": "B0DKVHSCYG", "price": "$11.99", "delivery": "$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24"},
{"title": "3dRose Greeting Cards - sand-rail air zone road sign, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail jumping", "asin": "B0DKVMPKQX", "price": "$11.99", "delivery": "$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24"},
{"title": "Heritage Playing Cards - History of Transport by Rail", "asin": "B002BG5E98", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Piatnik 00 1650 Classic Cars Playing Cards", "asin": "B01AG29C4G", "price": "$18.93", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 1 left in stock - order soon."},
{"title": "Williams by Bachmann E-Z Street 16\" Diameter Curved Track 4 Per Card - O Scale", "asin": "B004WUHMXW", "price": "$27.35", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon."},
{"title": "E-Z Street 2.5\" Curve To Curve Track 4 Per Card - O Scale", "asin": "B004WUHNAY", "price": "$29.27", "delivery": "FREE delivery Apr 25 - 29 Only 2 left in stock - order soon."},
{"title": "Williams by Bachmann E-Z Street 2.5\" Straight To Curve Track 4 Per Card - O Scale", "asin": "B004WUHN68", "price": "$24.13", "delivery": "FREE delivery May 1 - 2 Or fastest delivery Apr 24 - 29 Only 4 left in stock - order soon."},
{"title": "E-Z Street 21\" Diameter Curved Track 4 Per Card - O Scale", "asin": "B004WUHMZU", "price": "$21.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."},
{"title": "Williams by Bachmann E-Z Street 10\" Straight Track 4 Per Card - O Scale", "asin": "B004WUHNNG", "price": "$31.79", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 5 left in stock - order soon."},
{"title": "E-Z Street 2.5\" Straight To Straight Track 4 Per Card - O Scale", "asin": "B004WUHN0O", "price": "$22.79", "delivery": "FREE delivery May 5 - 6"},
{"title": "E-Z Street 5\" Straight Track 4 Per Card - O Scale", "asin": "B004WUHNHW", "price": "$30.89", "delivery": "FREE delivery May 5 - 6"},
{"title": "New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard", "asin": "B00P3LG6IQ", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00P3LF47K", "price": "$3.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00P3LJU16", "price": "$3.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00P3L5T16", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Pennsylvania Rail Road Station, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard", "asin": "B00P6SIQXO", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail-Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00P4USGB6", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Station Newport, New Hampshire NH Original Antique Postcard", "asin": "B00PCNJDK8", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg rail road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B00P6RMO74", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg Rail Road - Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B00P6RMT06", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Along the Erie Rail Road Railroad Scenic Original Antique Postcard 1916", "asin": "B085HDF5KV", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B00P890S1O", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Western Pacific Rail Road Company Trains Railroad Original Vintage Postcard", "asin": "B082GJVNQX", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg Rail Road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B00P3LNG0M", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Pennsylvania Rail Road, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard", "asin": "B00P6SJ9AI", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Levee with Elevated Rail Road St. Louis, Missouri MO Original Antique Postcard", "asin": "B00P9LJTEI", "price": "$8.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Narragansett Pier Rail Road Company Peace Dale, Rhode Island RI Original Vintage Postcard", "asin": "B00P5EY9QW", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Ravensburger Rivers, Roads & Rails - Children's Game", "asin": "B00001OX05", "delivery": ""},
{"title": "Rail Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00PB8YYM6", "price": "$8.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Pennsylvania Rail Road Station Pittsburgh PA Original Antique Postcard", "asin": "B0BKYV3SVZ", "price": "$12.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Frisco Line rail road box car Trains Railroad Original Antique Postcard", "asin": "B08NZDYCYG", "price": "$24.99", "delivery": "$7 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "New York Central Rail Road Station Oswego NY Original Antique Postcard 1910", "asin": "B00Q478UB4", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Hospital Sacramento, California CA Original Antique Postcard", "asin": "B085J32LTH", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "High Bridge - Southern Pacific Rail Road Railroad Scenic Original Antique Postcard", "asin": "B01LY8208X", "price": "$16.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00PCNPNNE", "price": "$11.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Station Orange, Massachusetts MA Original Antique Postcard 1915", "asin": "B0778JM49V", "price": "$17.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard", "asin": "B0BKYWHJ3Q", "price": "$14.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Station, Santa's Large Train, Santa Claus Land Santa Claus, Indiana IN Original Antique Postcard", "asin": "B00P9L19BO", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Southern Pacific Rail Road Depot Palo Alto, California CA Original Vintage Postcard", "asin": "B07FXXX333", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B014QW2GWC", "price": "$11.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Umgeni River, Rail & Road Bridges Natal, South Africa Original Antique Postcard", "asin": "B08Y9199CQ", "price": "$12.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Electric Rail Road Station - Lima - Chorrillos - Lima Lima, Peru Original Antique Postcard", "asin": "B09XXHD4SK", "price": "$12.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard", "asin": "B085HDVGH2", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard", "asin": "B085J39ZPT", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Zhanmai 200 Pcs Bulk Plan of Salvation Cards Gospel Tracts Pocket Holy Postcards Prayer Cards Christian Inspirational Bible Verses Wallet Planner Bookmark for Men Women Teens Ministering Tool", "asin": "B0CFY3L754", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "L. Frank Baum\u2019s Oz Playing Cards - 54-Card Poker Deck with Original Artwork from The 1900 Book (Beige)", "asin": "B07HGDCHN7", "price": "$19.00", "delivery": "FREE delivery Mon, Apr 28Or fastest delivery Apr 23 - 25"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:24:09.850Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:24:09.850Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:24:09.850Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 645,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"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\": \"rail roads small cards\"}],\n\"cart_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"TSB Jumbo Index Bridge Cards Pack of 12 Decks - 6 Colors Jumbo Print Bridge Playing Cards - with Single Box for Easy Storage(12 Decks in 6 Colors).\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\", \"asin\": \"B09J4MLB96\"},\n{\"title\": \"Go to detail page for \\\"TSB Anti-Slip Bridge Cards Table Mat 34 by 34 inch - Thick Cushioned and Stitched Edge Bridge Table Mat Tablecloth Suits Bridge, Canasta, Poker and Other Cards Games - Solid Color Green.\\\" Eligible for Prime.\", \"asin\": \"B0D4ZDHMG2\"},\n{\"title\": \"Go to detail page for \\\"TSB Standard Print Bridge Cards Pack of 12 Decks - 6 Colors Bridge Playing Cards - Easy Storage (2 Red 2 Blue 2 Purple 2 Grey 2 Green 2 Yellow Regular).\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\", \"asin\": \"B0BNZ88VDV\"}],\n\"search_results\": [{\"title\": \"Ravensburger Rivers, Roads and Rails - Innovative Matching Game for Kids | Encourages Strategic Thinking | Award-Winning Design\", \"asin\": \"B004KZCF0O\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Road Tape for Toy Car & Trains,3 Tape Rolls, Bonus 160 Traffic Sign Die Cut Stickers, 4 Road Tight Curves and 4 Trains Tight Curves, Develop Your Kids Imagination and Memory, Play and Learn\", \"asin\": \"B083KDRQ9J\", \"price\": \"$12.99\", \"delivery\": \"$6.43 delivery May 1 - 14 Only 11 left in stock - order soon.\"},\n{\"title\": \"Mini Rails: Road to Eltonburg \\u2014 by Moaideas Game Design | Family Cube Rail Experience | Double-Sided Modular Hex Board | 72 Train + 10 Animal Meeples | Solo Bot Cards | 1-5 Players | 20-40 Minutes\", \"asin\": \"B0F29YCTKC\", \"price\": \"$35.00\", \"delivery\": \"FREE delivery This item will be released on May 30, 2025.\"},\n{\"title\": \"3dRose Greeting Card - railroad crossing rail road sign black and white - Susans Zoo Crew Scenery\", \"asin\": \"B0DBT13ZJV\", \"price\": \"$1.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n{\"title\": \"3dRose Greeting Cards - crazy road sign of the sand-rail wheelie zone, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail wheelies\", \"asin\": \"B0DKVHSCYG\", \"price\": \"$11.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n{\"title\": \"3dRose Greeting Cards - sand-rail air zone road sign, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail jumping\", \"asin\": \"B0DKVMPKQX\", \"price\": \"$11.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n{\"title\": \"Heritage Playing Cards - History of Transport by Rail\", \"asin\": \"B002BG5E98\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n{\"title\": \"Piatnik 00 1650 Classic Cars Playing Cards\", \"asin\": \"B01AG29C4G\", \"price\": \"$18.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 1 left in stock - order soon.\"},\n{\"title\": \"Williams by Bachmann E-Z Street 16\\\" Diameter Curved Track 4 Per Card - O Scale\", \"asin\": \"B004WUHMXW\", \"price\": \"$27.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\"},\n{\"title\": \"E-Z Street 2.5\\\" Curve To Curve Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNAY\", \"price\": \"$29.27\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 2 left in stock - order soon.\"},\n{\"title\": \"Williams by Bachmann E-Z Street 2.5\\\" Straight To Curve Track 4 Per Card - O Scale\", \"asin\": \"B004WUHN68\", \"price\": \"$24.13\", \"delivery\": \"FREE delivery May 1 - 2 Or fastest delivery Apr 24 - 29 Only 4 left in stock - order soon.\"},\n{\"title\": \"E-Z Street 21\\\" Diameter Curved Track 4 Per Card - O Scale\", \"asin\": \"B004WUHMZU\", \"price\": \"$21.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"},\n{\"title\": \"Williams by Bachmann E-Z Street 10\\\" Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNNG\", \"price\": \"$31.79\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 5 left in stock - order soon.\"},\n{\"title\": \"E-Z Street 2.5\\\" Straight To Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHN0O\", \"price\": \"$22.79\", \"delivery\": \"FREE delivery May 5 - 6\"},\n{\"title\": \"E-Z Street 5\\\" Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNHW\", \"price\": \"$30.89\", \"delivery\": \"FREE delivery May 5 - 6\"},\n{\"title\": \"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\", \"asin\": \"B00P3LG6IQ\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3LF47K\", \"price\": \"$3.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3LJU16\", \"price\": \"$3.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3L5T16\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Pennsylvania Rail Road Station, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\", \"asin\": \"B00P6SIQXO\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail-Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P4USGB6\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail Road Station Newport, New Hampshire NH Original Antique Postcard\", \"asin\": \"B00PCNJDK8\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"The Strasburg rail road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P6RMO74\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"The Strasburg Rail Road - Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P6RMT06\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Along the Erie Rail Road Railroad Scenic Original Antique Postcard 1916\", \"asin\": \"B085HDF5KV\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P890S1O\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Western Pacific Rail Road Company Trains Railroad Original Vintage Postcard\", \"asin\": \"B082GJVNQX\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"The Strasburg Rail Road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P3LNG0M\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Pennsylvania Rail Road, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\", \"asin\": \"B00P6SJ9AI\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Levee with Elevated Rail Road St. Louis, Missouri MO Original Antique Postcard\", \"asin\": \"B00P9LJTEI\", \"price\": \"$8.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Narragansett Pier Rail Road Company Peace Dale, Rhode Island RI Original Vintage Postcard\", \"asin\": \"B00P5EY9QW\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Ravensburger Rivers, Roads & Rails - Children's Game\", \"asin\": \"B00001OX05\", \"delivery\": \"\"},\n{\"title\": \"Rail Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00PB8YYM6\", \"price\": \"$8.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Pennsylvania Rail Road Station Pittsburgh PA Original Antique Postcard\", \"asin\": \"B0BKYV3SVZ\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Frisco Line rail road box car Trains Railroad Original Antique Postcard\", \"asin\": \"B08NZDYCYG\", \"price\": \"$24.99\", \"delivery\": \"$7 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"New York Central Rail Road Station Oswego NY Original Antique Postcard 1910\", \"asin\": \"B00Q478UB4\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail Road Hospital Sacramento, California CA Original Antique Postcard\", \"asin\": \"B085J32LTH\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"High Bridge - Southern Pacific Rail Road Railroad Scenic Original Antique Postcard\", \"asin\": \"B01LY8208X\", \"price\": \"$16.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00PCNPNNE\", \"price\": \"$11.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail Road Station Orange, Massachusetts MA Original Antique Postcard 1915\", \"asin\": \"B0778JM49V\", \"price\": \"$17.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\", \"asin\": \"B0BKYWHJ3Q\", \"price\": \"$14.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail Road Station, Santa's Large Train, Santa Claus Land Santa Claus, Indiana IN Original Antique Postcard\", \"asin\": \"B00P9L19BO\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Southern Pacific Rail Road Depot Palo Alto, California CA Original Vintage Postcard\", \"asin\": \"B07FXXX333\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B014QW2GWC\", \"price\": \"$11.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Umgeni River, Rail & Road Bridges Natal, South Africa Original Antique Postcard\", \"asin\": \"B08Y9199CQ\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Electric Rail Road Station - Lima - Chorrillos - Lima Lima, Peru Original Antique Postcard\", \"asin\": \"B09XXHD4SK\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\", \"asin\": \"B085HDVGH2\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\", \"asin\": \"B085J39ZPT\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Zhanmai 200 Pcs Bulk Plan of Salvation Cards Gospel Tracts Pocket Holy Postcards Prayer Cards Christian Inspirational Bible Verses Wallet Planner Bookmark for Men Women Teens Ministering Tool\", \"asin\": \"B0CFY3L754\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"L. Frank Baum\\u2019s Oz Playing Cards - 54-Card Poker Deck with Original Artwork from The 1900 Book (Beige)\", \"asin\": \"B07HGDCHN7\", \"price\": \"$19.00\", \"delivery\": \"FREE delivery Mon, Apr 28Or fastest delivery Apr 23 - 25\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:24:09.850Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"American Crew Men's Hair Fiber, Like Hair Gel with High Hold & Low Shine, 3 oz\", \"asin\": \"B0BQCTF5BW\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Veet Hair Removal Cream For Men, 5 Min Sensitive Skin, Hair Removal Gel For Body, Chest & Back, Dermatologically Tested, 13.5 FL OZ w/ Spatula\", \"asin\": \"B09321LDK8\", \"price\": \"$10.11\", \"quantity\": \"\"},\n{\"title\": \"Hanz de Fuko Claymation \\u2013 Premium Men\\u2019s Hair Styling Clay \\u2013 Super High Hold, Matte Finish \\u2013 2 oz\", \"asin\": \"7178679743\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Gillette SkinGuard Men's Razor Blades, 8 Blade Refills\", \"asin\": \"B07K6N3LCM\", \"price\": \"$27.97\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n{\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"PlayMonster Five Crowns \\u2014 The Game Isn't Over Until the Kings Go Wild! \\u2014 5 Suited Rummy-Style Card Game \\u2014 For Ages 8+\", \"asin\": \"B00000IV35\", \"price\": \"$8.79\", \"quantity\": \"\"},\n{\"title\": \"Duracell Coppertop C Batteries, 4 Count Pack, C Battery with Long-lasting Power, All-Purpose Alkaline C Battery for Household and Office Devices\", \"asin\": \"B00000JHQC\", \"price\": \"$8.97\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:24:21.531Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:24:21.531Z
|
purchase
|
B09Q69K331, B01FFOY006
|
rule
|
train
| 646 |
2025-04-21T19:24:21.531Z
|
purchase
|
B09Q69K331, B01FFOY006
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.", "asin": "B074K5BDJL", "price": "$19.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
{"title": "American Crew Men's Hair Fiber, Like Hair Gel with High Hold & Low Shine, 3 oz", "asin": "B0BQCTF5BW", "price": "$15.99", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95", "quantity": ""},
{"title": "Veet Hair Removal Cream For Men, 5 Min Sensitive Skin, Hair Removal Gel For Body, Chest & Back, Dermatologically Tested, 13.5 FL OZ w/ Spatula", "asin": "B09321LDK8", "price": "$10.11", "quantity": ""},
{"title": "Hanz de Fuko Claymation \u2013 Premium Men\u2019s Hair Styling Clay \u2013 Super High Hold, Matte Finish \u2013 2 oz", "asin": "7178679743", "price": "$24.95", "quantity": ""},
{"title": "Gillette SkinGuard Men's Razor Blades, 8 Blade Refills", "asin": "B07K6N3LCM", "price": "$27.97", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90", "asin": "B0BZQTSBWZ", "price": "$37.96", "quantity": ""},
{"title": "Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)", "asin": "B09SDKSXLZ", "price": "$7.60", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$49.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "PlayMonster Five Crowns \u2014 The Game Isn't Over Until the Kings Go Wild! \u2014 5 Suited Rummy-Style Card Game \u2014 For Ages 8+", "asin": "B00000IV35", "price": "$8.79", "quantity": ""},
{"title": "Duracell Coppertop C Batteries, 4 Count Pack, C Battery with Long-lasting Power, All-Purpose Alkaline C Battery for Household and Office Devices", "asin": "B00000JHQC", "price": "$8.97", "quantity": ""}],
"active_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1-2 Decks"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"saved_items": [{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:24:21.531Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-21T19:24:21.531Z\",\"action\": \"purchase\",\"acion_argument\": \"B09Q69K331, B01FFOY006\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-21T19:24:21.531Z\",\"action\": \"purchase\",\"acion_argument\": \"B09Q69K331, B01FFOY006\",}</answer>",
"index": 646,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"American Crew Men's Hair Fiber, Like Hair Gel with High Hold & Low Shine, 3 oz\", \"asin\": \"B0BQCTF5BW\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Veet Hair Removal Cream For Men, 5 Min Sensitive Skin, Hair Removal Gel For Body, Chest & Back, Dermatologically Tested, 13.5 FL OZ w/ Spatula\", \"asin\": \"B09321LDK8\", \"price\": \"$10.11\", \"quantity\": \"\"},\n{\"title\": \"Hanz de Fuko Claymation \\u2013 Premium Men\\u2019s Hair Styling Clay \\u2013 Super High Hold, Matte Finish \\u2013 2 oz\", \"asin\": \"7178679743\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Gillette SkinGuard Men's Razor Blades, 8 Blade Refills\", \"asin\": \"B07K6N3LCM\", \"price\": \"$27.97\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n{\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"PlayMonster Five Crowns \\u2014 The Game Isn't Over Until the Kings Go Wild! \\u2014 5 Suited Rummy-Style Card Game \\u2014 For Ages 8+\", \"asin\": \"B00000IV35\", \"price\": \"$8.79\", \"quantity\": \"\"},\n{\"title\": \"Duracell Coppertop C Batteries, 4 Count Pack, C Battery with Long-lasting Power, All-Purpose Alkaline C Battery for Household and Office Devices\", \"asin\": \"B00000JHQC\", \"price\": \"$8.97\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:24:21.531Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:18:37.474Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-03T00:18:37.474Z
|
click
|
nav_bar
|
rule
|
train
| 647 |
2025-04-03T00:18:37.474Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-03T00:18:37.474Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-03T00:18:37.474Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-03T00:18:37.474Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 647,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:18:37.474Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"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\": \"Avery Removable Color Coding Labels, Rectangular, Assorted Colors, Pack of 525 (6721)\", \"asin\": \"B004INKH08\", \"price\": \"$1.68\", \"quantity\": \"\"},\n{\"title\": \"200 White Price Display Tags with String for Jewelry, Clothing - 1.38 x 0.87 Inches\", \"asin\": \"B09BCH86D7\", \"price\": \"$4.59\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 1\\\" x 3\\\", White, Non-Printable, 72 Blank Labels Total (6728)\", \"asin\": \"B004GIZ3MW\", \"price\": \"$1.42\", \"quantity\": \"\"},\n{\"title\": \"Avery Self-Adhesive Removable Labels, 0.75 x 1 Inches, White, 1000 per Pack (05428)\", \"asin\": \"B00007M5GV\", \"price\": \"$7.64\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 3/4 Inch Round Stickers, White, Non-Printable, 315 Blank Labels Total (6738)\", \"asin\": \"B076HDM3XY\", \"price\": \"$6.30\", \"quantity\": \"\"},\n{\"title\": \"Blank Jewelry Price Label 500 Pieces Jewelry Price Tags Stickers Self Adhesive White Jewelry Repair Label for Necklace Earring Price Identify Rectangle Label\", \"asin\": \"B08G882GF6\", \"price\": \"$5.59\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 5/16\\\" x 1/2\\\", White, Non-Printable, 1,100 Blank Labels Total (5412)\", \"asin\": \"B00007M5L2\", \"price\": \"$5.35\", \"quantity\": \"\"},\n{\"title\": \"Uniclife 200 Pcs Price Tags 1 Inch Writable Price Labels White Price Display Tags for Pricing Clothing Jewelry Blank Hang Tags Merchandise Marking Tags with Hanging Strings, 1.38\\\" x 0.87\\\"\", \"asin\": \"B0D1TNRY2L\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Tip Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 5 Count\", \"asin\": \"B000I0TZO4\", \"price\": \"$4.87\", \"quantity\": \"\"},\n{\"title\": \"1400 PCS Colored Dot Stickers Round Color Coding Labels Circle Dots Labels Price Stickers Polka Circle Dot Stickers Label Sticker for Office, Classroom, Papers Etc\", \"asin\": \"B09KKX2S8F\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"1\\\" x 2-5/8\\\" Address Labels 900 Labels Sticker Paper for Laser/Ink Jet Printer mailing Labels 8.5\\\"\\u00d711\\\" White 30 per Sheet\", \"asin\": \"B09P16YV2K\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"PH PERKHOMY 180 Pcs Gift Tags with String Attached Kraft Paper Blank for Price Tag Gift Bag Hang Tags Box Labeling Clothes Craft Wedding Christmas Presents Halloween (Brown 180pcs)\", \"asin\": \"B0D1VP1SRB\", \"price\": \"$4.29\", \"quantity\": \"\"},\n{\"title\": \"Avery Color-Coding Removable Labels, 3/4 Inch Round Labels, Assorted Neon Colors, Non-Printable, 315 Dot Stickers Total (6733)\", \"asin\": \"B004INFQJ0\", \"price\": \"$3.79\", \"quantity\": \"\"},\n{\"title\": \"Avery Color-Coding Removable Labels, 1/2\\\" x 1-3/4\\\", Assorted Neon Colors, Non-Printable, 180 Blank Labels Total (6724)\", \"asin\": \"B004INM9MM\", \"price\": \"$2.16\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 3 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Labels\"}]}],\n\"saved_items\": [{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:18:53.155Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-03T00:18:53.155Z
|
click
|
other
|
rule
|
train
| 648 |
2025-04-03T00:18:53.155Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "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": "Avery Removable Color Coding Labels, Rectangular, Assorted Colors, Pack of 525 (6721)", "asin": "B004INKH08", "price": "$1.68", "quantity": ""},
{"title": "200 White Price Display Tags with String for Jewelry, Clothing - 1.38 x 0.87 Inches", "asin": "B09BCH86D7", "price": "$4.59", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 1\" x 3\", White, Non-Printable, 72 Blank Labels Total (6728)", "asin": "B004GIZ3MW", "price": "$1.42", "quantity": ""},
{"title": "Avery Self-Adhesive Removable Labels, 0.75 x 1 Inches, White, 1000 per Pack (05428)", "asin": "B00007M5GV", "price": "$7.64", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 3/4 Inch Round Stickers, White, Non-Printable, 315 Blank Labels Total (6738)", "asin": "B076HDM3XY", "price": "$6.30", "quantity": ""},
{"title": "Blank Jewelry Price Label 500 Pieces Jewelry Price Tags Stickers Self Adhesive White Jewelry Repair Label for Necklace Earring Price Identify Rectangle Label", "asin": "B08G882GF6", "price": "$5.59", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 5/16\" x 1/2\", White, Non-Printable, 1,100 Blank Labels Total (5412)", "asin": "B00007M5L2", "price": "$5.35", "quantity": ""},
{"title": "Uniclife 200 Pcs Price Tags 1 Inch Writable Price Labels White Price Display Tags for Pricing Clothing Jewelry Blank Hang Tags Merchandise Marking Tags with Hanging Strings, 1.38\" x 0.87\"", "asin": "B0D1TNRY2L", "price": "$3.99", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Tip Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 5 Count", "asin": "B000I0TZO4", "price": "$4.87", "quantity": ""},
{"title": "1400 PCS Colored Dot Stickers Round Color Coding Labels Circle Dots Labels Price Stickers Polka Circle Dot Stickers Label Sticker for Office, Classroom, Papers Etc", "asin": "B09KKX2S8F", "price": "$5.99", "quantity": ""},
{"title": "1\" x 2-5/8\" Address Labels 900 Labels Sticker Paper for Laser/Ink Jet Printer mailing Labels 8.5\"\u00d711\" White 30 per Sheet", "asin": "B09P16YV2K", "price": "$6.98", "quantity": ""},
{"title": "PH PERKHOMY 180 Pcs Gift Tags with String Attached Kraft Paper Blank for Price Tag Gift Bag Hang Tags Box Labeling Clothes Craft Wedding Christmas Presents Halloween (Brown 180pcs)", "asin": "B0D1VP1SRB", "price": "$4.29", "quantity": ""},
{"title": "Avery Color-Coding Removable Labels, 3/4 Inch Round Labels, Assorted Neon Colors, Non-Printable, 315 Dot Stickers Total (6733)", "asin": "B004INFQJ0", "price": "$3.79", "quantity": ""},
{"title": "Avery Color-Coding Removable Labels, 1/2\" x 1-3/4\", Assorted Neon Colors, Non-Printable, 180 Blank Labels Total (6724)", "asin": "B004INM9MM", "price": "$2.16", "quantity": ""}],
"active_items": [{"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "delivery": "One-Day FREE delivery Tomorrow, Apr 3 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Labels"}]}],
"saved_items": [{"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-03T00:18:53.155Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-03T00:18:53.155Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-03T00:18:53.155Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 648,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"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\": \"Avery Removable Color Coding Labels, Rectangular, Assorted Colors, Pack of 525 (6721)\", \"asin\": \"B004INKH08\", \"price\": \"$1.68\", \"quantity\": \"\"},\n{\"title\": \"200 White Price Display Tags with String for Jewelry, Clothing - 1.38 x 0.87 Inches\", \"asin\": \"B09BCH86D7\", \"price\": \"$4.59\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 1\\\" x 3\\\", White, Non-Printable, 72 Blank Labels Total (6728)\", \"asin\": \"B004GIZ3MW\", \"price\": \"$1.42\", \"quantity\": \"\"},\n{\"title\": \"Avery Self-Adhesive Removable Labels, 0.75 x 1 Inches, White, 1000 per Pack (05428)\", \"asin\": \"B00007M5GV\", \"price\": \"$7.64\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 3/4 Inch Round Stickers, White, Non-Printable, 315 Blank Labels Total (6738)\", \"asin\": \"B076HDM3XY\", \"price\": \"$6.30\", \"quantity\": \"\"},\n{\"title\": \"Blank Jewelry Price Label 500 Pieces Jewelry Price Tags Stickers Self Adhesive White Jewelry Repair Label for Necklace Earring Price Identify Rectangle Label\", \"asin\": \"B08G882GF6\", \"price\": \"$5.59\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 5/16\\\" x 1/2\\\", White, Non-Printable, 1,100 Blank Labels Total (5412)\", \"asin\": \"B00007M5L2\", \"price\": \"$5.35\", \"quantity\": \"\"},\n{\"title\": \"Uniclife 200 Pcs Price Tags 1 Inch Writable Price Labels White Price Display Tags for Pricing Clothing Jewelry Blank Hang Tags Merchandise Marking Tags with Hanging Strings, 1.38\\\" x 0.87\\\"\", \"asin\": \"B0D1TNRY2L\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Tip Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 5 Count\", \"asin\": \"B000I0TZO4\", \"price\": \"$4.87\", \"quantity\": \"\"},\n{\"title\": \"1400 PCS Colored Dot Stickers Round Color Coding Labels Circle Dots Labels Price Stickers Polka Circle Dot Stickers Label Sticker for Office, Classroom, Papers Etc\", \"asin\": \"B09KKX2S8F\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"1\\\" x 2-5/8\\\" Address Labels 900 Labels Sticker Paper for Laser/Ink Jet Printer mailing Labels 8.5\\\"\\u00d711\\\" White 30 per Sheet\", \"asin\": \"B09P16YV2K\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"PH PERKHOMY 180 Pcs Gift Tags with String Attached Kraft Paper Blank for Price Tag Gift Bag Hang Tags Box Labeling Clothes Craft Wedding Christmas Presents Halloween (Brown 180pcs)\", \"asin\": \"B0D1VP1SRB\", \"price\": \"$4.29\", \"quantity\": \"\"},\n{\"title\": \"Avery Color-Coding Removable Labels, 3/4 Inch Round Labels, Assorted Neon Colors, Non-Printable, 315 Dot Stickers Total (6733)\", \"asin\": \"B004INFQJ0\", \"price\": \"$3.79\", \"quantity\": \"\"},\n{\"title\": \"Avery Color-Coding Removable Labels, 1/2\\\" x 1-3/4\\\", Assorted Neon Colors, Non-Printable, 180 Blank Labels Total (6724)\", \"asin\": \"B004INM9MM\", \"price\": \"$2.16\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 3 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Labels\"}]}],\n\"saved_items\": [{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:18:53.155Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Avery Removable Color Coding Labels, Rectangular, Assorted Colors, Pack of 525 (6721)\", \"asin\": \"B004INKH08\", \"price\": \"$1.68\", \"quantity\": \"\"},\n{\"title\": \"200 White Price Display Tags with String for Jewelry, Clothing - 1.38 x 0.87 Inches\", \"asin\": \"B09BCH86D7\", \"price\": \"$4.59\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 1\\\" x 3\\\", White, Non-Printable, 72 Blank Labels Total (6728)\", \"asin\": \"B004GIZ3MW\", \"price\": \"$1.42\", \"quantity\": \"\"},\n{\"title\": \"Avery Self-Adhesive Removable Labels, 0.75 x 1 Inches, White, 1000 per Pack (05428)\", \"asin\": \"B00007M5GV\", \"price\": \"$7.64\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 3/4 Inch Round Stickers, White, Non-Printable, 315 Blank Labels Total (6738)\", \"asin\": \"B076HDM3XY\", \"price\": \"$6.30\", \"quantity\": \"\"},\n{\"title\": \"Blank Jewelry Price Label 500 Pieces Jewelry Price Tags Stickers Self Adhesive White Jewelry Repair Label for Necklace Earring Price Identify Rectangle Label\", \"asin\": \"B08G882GF6\", \"price\": \"$5.59\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 5/16\\\" x 1/2\\\", White, Non-Printable, 1,100 Blank Labels Total (5412)\", \"asin\": \"B00007M5L2\", \"price\": \"$5.35\", \"quantity\": \"\"},\n{\"title\": \"Uniclife 200 Pcs Price Tags 1 Inch Writable Price Labels White Price Display Tags for Pricing Clothing Jewelry Blank Hang Tags Merchandise Marking Tags with Hanging Strings, 1.38\\\" x 0.87\\\"\", \"asin\": \"B0D1TNRY2L\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Tip Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 5 Count\", \"asin\": \"B000I0TZO4\", \"price\": \"$4.87\", \"quantity\": \"\"},\n{\"title\": \"1400 PCS Colored Dot Stickers Round Color Coding Labels Circle Dots Labels Price Stickers Polka Circle Dot Stickers Label Sticker for Office, Classroom, Papers Etc\", \"asin\": \"B09KKX2S8F\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"1\\\" x 2-5/8\\\" Address Labels 900 Labels Sticker Paper for Laser/Ink Jet Printer mailing Labels 8.5\\\"\\u00d711\\\" White 30 per Sheet\", \"asin\": \"B09P16YV2K\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"PH PERKHOMY 180 Pcs Gift Tags with String Attached Kraft Paper Blank for Price Tag Gift Bag Hang Tags Box Labeling Clothes Craft Wedding Christmas Presents Halloween (Brown 180pcs)\", \"asin\": \"B0D1VP1SRB\", \"price\": \"$4.29\", \"quantity\": \"\"},\n{\"title\": \"Avery Color-Coding Removable Labels, 3/4 Inch Round Labels, Assorted Neon Colors, Non-Printable, 315 Dot Stickers Total (6733)\", \"asin\": \"B004INFQJ0\", \"price\": \"$3.79\", \"quantity\": \"\"},\n{\"title\": \"Avery Color-Coding Removable Labels, 1/2\\\" x 1-3/4\\\", Assorted Neon Colors, Non-Printable, 180 Blank Labels Total (6724)\", \"asin\": \"B004INM9MM\", \"price\": \"$2.16\", \"quantity\": \"\"}],\n\"saved_items\": [{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:19:00.895Z\", // 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
|
2025-04-03T00:19:00.895Z
|
click
|
suggested_term
|
rule
|
train
| 649 |
2025-04-03T00:19:00.895Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Avery Removable Color Coding Labels, Rectangular, Assorted Colors, Pack of 525 (6721)", "asin": "B004INKH08", "price": "$1.68", "quantity": ""},
{"title": "200 White Price Display Tags with String for Jewelry, Clothing - 1.38 x 0.87 Inches", "asin": "B09BCH86D7", "price": "$4.59", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 1\" x 3\", White, Non-Printable, 72 Blank Labels Total (6728)", "asin": "B004GIZ3MW", "price": "$1.42", "quantity": ""},
{"title": "Avery Self-Adhesive Removable Labels, 0.75 x 1 Inches, White, 1000 per Pack (05428)", "asin": "B00007M5GV", "price": "$7.64", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 3/4 Inch Round Stickers, White, Non-Printable, 315 Blank Labels Total (6738)", "asin": "B076HDM3XY", "price": "$6.30", "quantity": ""},
{"title": "Blank Jewelry Price Label 500 Pieces Jewelry Price Tags Stickers Self Adhesive White Jewelry Repair Label for Necklace Earring Price Identify Rectangle Label", "asin": "B08G882GF6", "price": "$5.59", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 5/16\" x 1/2\", White, Non-Printable, 1,100 Blank Labels Total (5412)", "asin": "B00007M5L2", "price": "$5.35", "quantity": ""},
{"title": "Uniclife 200 Pcs Price Tags 1 Inch Writable Price Labels White Price Display Tags for Pricing Clothing Jewelry Blank Hang Tags Merchandise Marking Tags with Hanging Strings, 1.38\" x 0.87\"", "asin": "B0D1TNRY2L", "price": "$3.99", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Tip Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 5 Count", "asin": "B000I0TZO4", "price": "$4.87", "quantity": ""},
{"title": "1400 PCS Colored Dot Stickers Round Color Coding Labels Circle Dots Labels Price Stickers Polka Circle Dot Stickers Label Sticker for Office, Classroom, Papers Etc", "asin": "B09KKX2S8F", "price": "$5.99", "quantity": ""},
{"title": "1\" x 2-5/8\" Address Labels 900 Labels Sticker Paper for Laser/Ink Jet Printer mailing Labels 8.5\"\u00d711\" White 30 per Sheet", "asin": "B09P16YV2K", "price": "$6.98", "quantity": ""},
{"title": "PH PERKHOMY 180 Pcs Gift Tags with String Attached Kraft Paper Blank for Price Tag Gift Bag Hang Tags Box Labeling Clothes Craft Wedding Christmas Presents Halloween (Brown 180pcs)", "asin": "B0D1VP1SRB", "price": "$4.29", "quantity": ""},
{"title": "Avery Color-Coding Removable Labels, 3/4 Inch Round Labels, Assorted Neon Colors, Non-Printable, 315 Dot Stickers Total (6733)", "asin": "B004INFQJ0", "price": "$3.79", "quantity": ""},
{"title": "Avery Color-Coding Removable Labels, 1/2\" x 1-3/4\", Assorted Neon Colors, Non-Printable, 180 Blank Labels Total (6724)", "asin": "B004INM9MM", "price": "$2.16", "quantity": ""}],
"saved_items": [{"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "options": [{"Style": "Labels"}]},
{"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-03T00:19:00.895Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-03T00:19:00.895Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-03T00:19:00.895Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 649,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Avery Removable Color Coding Labels, Rectangular, Assorted Colors, Pack of 525 (6721)\", \"asin\": \"B004INKH08\", \"price\": \"$1.68\", \"quantity\": \"\"},\n{\"title\": \"200 White Price Display Tags with String for Jewelry, Clothing - 1.38 x 0.87 Inches\", \"asin\": \"B09BCH86D7\", \"price\": \"$4.59\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 1\\\" x 3\\\", White, Non-Printable, 72 Blank Labels Total (6728)\", \"asin\": \"B004GIZ3MW\", \"price\": \"$1.42\", \"quantity\": \"\"},\n{\"title\": \"Avery Self-Adhesive Removable Labels, 0.75 x 1 Inches, White, 1000 per Pack (05428)\", \"asin\": \"B00007M5GV\", \"price\": \"$7.64\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 3/4 Inch Round Stickers, White, Non-Printable, 315 Blank Labels Total (6738)\", \"asin\": \"B076HDM3XY\", \"price\": \"$6.30\", \"quantity\": \"\"},\n{\"title\": \"Blank Jewelry Price Label 500 Pieces Jewelry Price Tags Stickers Self Adhesive White Jewelry Repair Label for Necklace Earring Price Identify Rectangle Label\", \"asin\": \"B08G882GF6\", \"price\": \"$5.59\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 5/16\\\" x 1/2\\\", White, Non-Printable, 1,100 Blank Labels Total (5412)\", \"asin\": \"B00007M5L2\", \"price\": \"$5.35\", \"quantity\": \"\"},\n{\"title\": \"Uniclife 200 Pcs Price Tags 1 Inch Writable Price Labels White Price Display Tags for Pricing Clothing Jewelry Blank Hang Tags Merchandise Marking Tags with Hanging Strings, 1.38\\\" x 0.87\\\"\", \"asin\": \"B0D1TNRY2L\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Tip Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 5 Count\", \"asin\": \"B000I0TZO4\", \"price\": \"$4.87\", \"quantity\": \"\"},\n{\"title\": \"1400 PCS Colored Dot Stickers Round Color Coding Labels Circle Dots Labels Price Stickers Polka Circle Dot Stickers Label Sticker for Office, Classroom, Papers Etc\", \"asin\": \"B09KKX2S8F\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"1\\\" x 2-5/8\\\" Address Labels 900 Labels Sticker Paper for Laser/Ink Jet Printer mailing Labels 8.5\\\"\\u00d711\\\" White 30 per Sheet\", \"asin\": \"B09P16YV2K\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"PH PERKHOMY 180 Pcs Gift Tags with String Attached Kraft Paper Blank for Price Tag Gift Bag Hang Tags Box Labeling Clothes Craft Wedding Christmas Presents Halloween (Brown 180pcs)\", \"asin\": \"B0D1VP1SRB\", \"price\": \"$4.29\", \"quantity\": \"\"},\n{\"title\": \"Avery Color-Coding Removable Labels, 3/4 Inch Round Labels, Assorted Neon Colors, Non-Printable, 315 Dot Stickers Total (6733)\", \"asin\": \"B004INFQJ0\", \"price\": \"$3.79\", \"quantity\": \"\"},\n{\"title\": \"Avery Color-Coding Removable Labels, 1/2\\\" x 1-3/4\\\", Assorted Neon Colors, Non-Printable, 180 Blank Labels Total (6724)\", \"asin\": \"B004INM9MM\", \"price\": \"$2.16\", \"quantity\": \"\"}],\n\"saved_items\": [{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:19:00.895Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"asus ap201 case\"}],\n\"search_results\": [{\"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\", \"asin\": \"B0B99HTD3B\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\\u200eA3X.US)\", \"asin\": \"B0D5GYY364\", \"price\": \"$77.90\", \"delivery\": \"FREE delivery Apr 8 - 11\"},\n{\"title\": \"ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel\", \"asin\": \"B0BVKZ6P9C\", \"price\": \"$150.43\", \"delivery\": \"FREE delivery Fri, Apr 4 Only 1 left in stock - order soon.\"},\n{\"title\": \"ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs\", \"asin\": \"B0B7F8C35R\"},\n{\"title\": \"ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White\", \"asin\": \"B0B7F717LJ\"},\n{\"title\": \"Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY\", \"asin\": \"B08BFJ8V8C\", \"price\": \"$82.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black\", \"asin\": \"B0CWQK3LMB\", \"price\": \"$104.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black\", \"asin\": \"B00PDDMN6S\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 14 left in stock - order soon.\"},\n{\"title\": \"Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black\", \"asin\": \"B09246FCTZ\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)\", \"asin\": \"B0B5TG9BP1\", \"price\": \"$149.95\", \"delivery\": \"FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon.\"},\n{\"title\": \"Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7\", \"asin\": \"B0D7BNK6CB\", \"price\": \"$95.53\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans\", \"asin\": \"B0CHPRKW18\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm\", \"asin\": \"B0C6JQ63HN\", \"price\": \"$62.00\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case\", \"asin\": \"B0C2CRKPDC\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White\", \"asin\": \"B0CVKR2CZ7\", \"price\": \"$74.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0\", \"asin\": \"B0D4PN7YTH\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO\", \"asin\": \"B0D4VMQWHF\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \\u2013 Tempered Glass \\u2013 Reverse Connection Motherboard Compatible \\u2013 No Fans Included \\u2013 Black\", \"asin\": \"B0CQ5G3NW9\", \"price\": \"$113.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)\", \"asin\": \"B094NK5M4M\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\\u200eA3W.US)\", \"asin\": \"B0D5HCYZXR\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon.\"},\n{\"title\": \"Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case\", \"asin\": \"B0D7Z7TJFD\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX\", \"asin\": \"B0DJPV8XG3\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:19:14.292Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-03T00:19:14.292Z
|
click_product
|
B0B99HTD3B
|
rule
|
train
| 650 |
2025-04-03T00:19:14.292Z
|
click_product
|
B0B99HTD3B
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon 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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "asus ap201 case"}],
"search_results": [{"title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs", "asin": "B0B99HTD3B", "price": "$79.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\u200eA3X.US)", "asin": "B0D5GYY364", "price": "$77.90", "delivery": "FREE delivery Apr 8 - 11"},
{"title": "ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel", "asin": "B0BVKZ6P9C", "price": "$150.43", "delivery": "FREE delivery Fri, Apr 4 Only 1 left in stock - order soon."},
{"title": "ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs", "asin": "B0B7F8C35R"},
{"title": "ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White", "asin": "B0B7F717LJ"},
{"title": "Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY", "asin": "B08BFJ8V8C", "price": "$82.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black", "asin": "B0CWQK3LMB", "price": "$104.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black", "asin": "B00PDDMN6S", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5 Only 14 left in stock - order soon."},
{"title": "Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black", "asin": "B09246FCTZ", "price": "$64.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)", "asin": "B0B5TG9BP1", "price": "$149.95", "delivery": "FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon."},
{"title": "Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7", "asin": "B0D7BNK6CB", "price": "$95.53", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans", "asin": "B0CHPRKW18", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm", "asin": "B0C6JQ63HN", "price": "$62.00", "delivery": "FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon."},
{"title": "Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case", "asin": "B0C2CRKPDC", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White", "asin": "B0CVKR2CZ7", "price": "$74.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0", "asin": "B0D4PN7YTH", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO", "asin": "B0D4VMQWHF", "price": "$119.99", "delivery": "FREE delivery Sun, Apr 6"},
{"title": "CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \u2013 Tempered Glass \u2013 Reverse Connection Motherboard Compatible \u2013 No Fans Included \u2013 Black", "asin": "B0CQ5G3NW9", "price": "$113.47", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)", "asin": "B094NK5M4M"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\u200eA3W.US)", "asin": "B0D5HCYZXR", "price": "$84.99", "delivery": " Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon."},
{"title": "Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case", "asin": "B0D7Z7TJFD", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX", "asin": "B0DJPV8XG3", "price": "$119.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-03T00:19:14.292Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-03T00:19:14.292Z\",\"action\": \"click_product\",\"acion_argument\": \"B0B99HTD3B\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-03T00:19:14.292Z\",\"action\": \"click_product\",\"acion_argument\": \"B0B99HTD3B\",}</answer>",
"index": 650,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"asus ap201 case\"}],\n\"search_results\": [{\"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\", \"asin\": \"B0B99HTD3B\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\\u200eA3X.US)\", \"asin\": \"B0D5GYY364\", \"price\": \"$77.90\", \"delivery\": \"FREE delivery Apr 8 - 11\"},\n{\"title\": \"ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel\", \"asin\": \"B0BVKZ6P9C\", \"price\": \"$150.43\", \"delivery\": \"FREE delivery Fri, Apr 4 Only 1 left in stock - order soon.\"},\n{\"title\": \"ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs\", \"asin\": \"B0B7F8C35R\"},\n{\"title\": \"ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White\", \"asin\": \"B0B7F717LJ\"},\n{\"title\": \"Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY\", \"asin\": \"B08BFJ8V8C\", \"price\": \"$82.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black\", \"asin\": \"B0CWQK3LMB\", \"price\": \"$104.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black\", \"asin\": \"B00PDDMN6S\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 14 left in stock - order soon.\"},\n{\"title\": \"Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black\", \"asin\": \"B09246FCTZ\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)\", \"asin\": \"B0B5TG9BP1\", \"price\": \"$149.95\", \"delivery\": \"FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon.\"},\n{\"title\": \"Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7\", \"asin\": \"B0D7BNK6CB\", \"price\": \"$95.53\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans\", \"asin\": \"B0CHPRKW18\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm\", \"asin\": \"B0C6JQ63HN\", \"price\": \"$62.00\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case\", \"asin\": \"B0C2CRKPDC\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White\", \"asin\": \"B0CVKR2CZ7\", \"price\": \"$74.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0\", \"asin\": \"B0D4PN7YTH\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO\", \"asin\": \"B0D4VMQWHF\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \\u2013 Tempered Glass \\u2013 Reverse Connection Motherboard Compatible \\u2013 No Fans Included \\u2013 Black\", \"asin\": \"B0CQ5G3NW9\", \"price\": \"$113.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)\", \"asin\": \"B094NK5M4M\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\\u200eA3W.US)\", \"asin\": \"B0D5HCYZXR\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon.\"},\n{\"title\": \"Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case\", \"asin\": \"B0D7Z7TJFD\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX\", \"asin\": \"B0DJPV8XG3\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:19:14.292Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"asus ap201 case\"}],\n\"product_details\": [{\"asin\": \"B0B99HTD3B\"},\n{\"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"},\n{\"price\": \"$79.99\"},\n{\"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"A21|Black\"},\n{\"Style\": \"SFF Tempered Glass\"},\n{\"Pattern\": \"Chassis\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:19:19.328Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-03T00:19:19.328Z
|
click
|
product_option
|
rule
|
train
| 651 |
2025-04-03T00:19:19.328Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "asus ap201 case"}],
"product_details": [{"asin": "B0B99HTD3B"},
{"title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs"},
{"price": "$79.99"},
{"bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "A21|Black"},
{"Style": "SFF Tempered Glass"},
{"Pattern": "Chassis"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-03T00:19:19.328Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-03T00:19:19.328Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-03T00:19:19.328Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 651,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"asus ap201 case\"}],\n\"product_details\": [{\"asin\": \"B0B99HTD3B\"},\n{\"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"},\n{\"price\": \"$79.99\"},\n{\"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"A21|Black\"},\n{\"Style\": \"SFF Tempered Glass\"},\n{\"Pattern\": \"Chassis\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:19:19.328Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"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\": \"asus ap201 case\"}],\n\"search_results\": [{\"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\", \"asin\": \"B0B99HTD3B\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\\u200eA3X.US)\", \"asin\": \"B0D5GYY364\", \"price\": \"$77.90\", \"delivery\": \"FREE delivery Apr 8 - 11\"},\n{\"title\": \"ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel\", \"asin\": \"B0BVKZ6P9C\", \"price\": \"$150.43\", \"delivery\": \"FREE delivery Fri, Apr 4 Only 1 left in stock - order soon.\"},\n{\"title\": \"ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs\", \"asin\": \"B0B7F8C35R\"},\n{\"title\": \"ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White\", \"asin\": \"B0B7F717LJ\"},\n{\"title\": \"Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY\", \"asin\": \"B08BFJ8V8C\", \"price\": \"$82.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black\", \"asin\": \"B0CWQK3LMB\", \"price\": \"$104.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black\", \"asin\": \"B00PDDMN6S\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 14 left in stock - order soon.\"},\n{\"title\": \"Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black\", \"asin\": \"B09246FCTZ\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)\", \"asin\": \"B0B5TG9BP1\", \"price\": \"$149.95\", \"delivery\": \"FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon.\"},\n{\"title\": \"Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7\", \"asin\": \"B0D7BNK6CB\", \"price\": \"$95.53\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans\", \"asin\": \"B0CHPRKW18\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm\", \"asin\": \"B0C6JQ63HN\", \"price\": \"$62.00\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case\", \"asin\": \"B0C2CRKPDC\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White\", \"asin\": \"B0CVKR2CZ7\", \"price\": \"$74.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0\", \"asin\": \"B0D4PN7YTH\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO\", \"asin\": \"B0D4VMQWHF\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \\u2013 Tempered Glass \\u2013 Reverse Connection Motherboard Compatible \\u2013 No Fans Included \\u2013 Black\", \"asin\": \"B0CQ5G3NW9\", \"price\": \"$113.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)\", \"asin\": \"B094NK5M4M\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\\u200eA3W.US)\", \"asin\": \"B0D5HCYZXR\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon.\"},\n{\"title\": \"Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case\", \"asin\": \"B0D7Z7TJFD\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX\", \"asin\": \"B0DJPV8XG3\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:19:46.282Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-03T00:19:46.282Z
|
click_product
|
B0BVKZ6P9C
|
rule
|
train
| 652 |
2025-04-03T00:19:46.282Z
|
click_product
|
B0BVKZ6P9C
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon 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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "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": "asus ap201 case"}],
"search_results": [{"title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs", "asin": "B0B99HTD3B", "price": "$79.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\u200eA3X.US)", "asin": "B0D5GYY364", "price": "$77.90", "delivery": "FREE delivery Apr 8 - 11"},
{"title": "ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel", "asin": "B0BVKZ6P9C", "price": "$150.43", "delivery": "FREE delivery Fri, Apr 4 Only 1 left in stock - order soon."},
{"title": "ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs", "asin": "B0B7F8C35R"},
{"title": "ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White", "asin": "B0B7F717LJ"},
{"title": "Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY", "asin": "B08BFJ8V8C", "price": "$82.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black", "asin": "B0CWQK3LMB", "price": "$104.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black", "asin": "B00PDDMN6S", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5 Only 14 left in stock - order soon."},
{"title": "Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black", "asin": "B09246FCTZ", "price": "$64.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)", "asin": "B0B5TG9BP1", "price": "$149.95", "delivery": "FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon."},
{"title": "Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7", "asin": "B0D7BNK6CB", "price": "$95.53", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans", "asin": "B0CHPRKW18", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm", "asin": "B0C6JQ63HN", "price": "$62.00", "delivery": "FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon."},
{"title": "Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case", "asin": "B0C2CRKPDC", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White", "asin": "B0CVKR2CZ7", "price": "$74.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0", "asin": "B0D4PN7YTH", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO", "asin": "B0D4VMQWHF", "price": "$119.99", "delivery": "FREE delivery Sun, Apr 6"},
{"title": "CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \u2013 Tempered Glass \u2013 Reverse Connection Motherboard Compatible \u2013 No Fans Included \u2013 Black", "asin": "B0CQ5G3NW9", "price": "$113.47", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)", "asin": "B094NK5M4M"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\u200eA3W.US)", "asin": "B0D5HCYZXR", "price": "$84.99", "delivery": " Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon."},
{"title": "Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case", "asin": "B0D7Z7TJFD", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX", "asin": "B0DJPV8XG3", "price": "$119.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-03T00:19:46.282Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-03T00:19:46.282Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BVKZ6P9C\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-03T00:19:46.282Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BVKZ6P9C\",}</answer>",
"index": 652,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"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\": \"asus ap201 case\"}],\n\"search_results\": [{\"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\", \"asin\": \"B0B99HTD3B\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\\u200eA3X.US)\", \"asin\": \"B0D5GYY364\", \"price\": \"$77.90\", \"delivery\": \"FREE delivery Apr 8 - 11\"},\n{\"title\": \"ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel\", \"asin\": \"B0BVKZ6P9C\", \"price\": \"$150.43\", \"delivery\": \"FREE delivery Fri, Apr 4 Only 1 left in stock - order soon.\"},\n{\"title\": \"ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs\", \"asin\": \"B0B7F8C35R\"},\n{\"title\": \"ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White\", \"asin\": \"B0B7F717LJ\"},\n{\"title\": \"Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY\", \"asin\": \"B08BFJ8V8C\", \"price\": \"$82.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black\", \"asin\": \"B0CWQK3LMB\", \"price\": \"$104.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black\", \"asin\": \"B00PDDMN6S\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 14 left in stock - order soon.\"},\n{\"title\": \"Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black\", \"asin\": \"B09246FCTZ\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)\", \"asin\": \"B0B5TG9BP1\", \"price\": \"$149.95\", \"delivery\": \"FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon.\"},\n{\"title\": \"Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7\", \"asin\": \"B0D7BNK6CB\", \"price\": \"$95.53\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans\", \"asin\": \"B0CHPRKW18\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm\", \"asin\": \"B0C6JQ63HN\", \"price\": \"$62.00\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case\", \"asin\": \"B0C2CRKPDC\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White\", \"asin\": \"B0CVKR2CZ7\", \"price\": \"$74.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0\", \"asin\": \"B0D4PN7YTH\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO\", \"asin\": \"B0D4VMQWHF\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \\u2013 Tempered Glass \\u2013 Reverse Connection Motherboard Compatible \\u2013 No Fans Included \\u2013 Black\", \"asin\": \"B0CQ5G3NW9\", \"price\": \"$113.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)\", \"asin\": \"B094NK5M4M\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\\u200eA3W.US)\", \"asin\": \"B0D5HCYZXR\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon.\"},\n{\"title\": \"Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case\", \"asin\": \"B0D7Z7TJFD\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX\", \"asin\": \"B0DJPV8XG3\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:19:46.282Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"asus ap201 case\"}],\n\"search_results\": [{\"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\", \"asin\": \"B0B99HTD3B\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\\u200eA3X.US)\", \"asin\": \"B0D5GYY364\", \"price\": \"$77.90\", \"delivery\": \"FREE delivery Apr 8 - 11\"},\n{\"title\": \"ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel\", \"asin\": \"B0BVKZ6P9C\", \"price\": \"$150.43\", \"delivery\": \"FREE delivery Fri, Apr 4 Only 1 left in stock - order soon.\"},\n{\"title\": \"ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs\", \"asin\": \"B0B7F8C35R\"},\n{\"title\": \"ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White\", \"asin\": \"B0B7F717LJ\"},\n{\"title\": \"Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY\", \"asin\": \"B08BFJ8V8C\", \"price\": \"$82.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black\", \"asin\": \"B0CWQK3LMB\", \"price\": \"$104.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black\", \"asin\": \"B00PDDMN6S\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 14 left in stock - order soon.\"},\n{\"title\": \"Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black\", \"asin\": \"B09246FCTZ\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)\", \"asin\": \"B0B5TG9BP1\", \"price\": \"$149.95\", \"delivery\": \"FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon.\"},\n{\"title\": \"Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7\", \"asin\": \"B0D7BNK6CB\", \"price\": \"$95.53\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans\", \"asin\": \"B0CHPRKW18\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm\", \"asin\": \"B0C6JQ63HN\", \"price\": \"$62.00\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case\", \"asin\": \"B0C2CRKPDC\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White\", \"asin\": \"B0CVKR2CZ7\", \"price\": \"$74.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0\", \"asin\": \"B0D4PN7YTH\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO\", \"asin\": \"B0D4VMQWHF\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \\u2013 Tempered Glass \\u2013 Reverse Connection Motherboard Compatible \\u2013 No Fans Included \\u2013 Black\", \"asin\": \"B0CQ5G3NW9\", \"price\": \"$113.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)\", \"asin\": \"B094NK5M4M\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\\u200eA3W.US)\", \"asin\": \"B0D5HCYZXR\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon.\"},\n{\"title\": \"Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case\", \"asin\": \"B0D7Z7TJFD\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX\", \"asin\": \"B0DJPV8XG3\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:20:31.173Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-03T00:20:31.173Z
|
click_product
|
B0B99HTD3B
|
rule
|
train
| 653 |
2025-04-03T00:20:31.173Z
|
click_product
|
B0B99HTD3B
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon 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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "asus ap201 case"}],
"search_results": [{"title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs", "asin": "B0B99HTD3B", "price": "$79.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\u200eA3X.US)", "asin": "B0D5GYY364", "price": "$77.90", "delivery": "FREE delivery Apr 8 - 11"},
{"title": "ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel", "asin": "B0BVKZ6P9C", "price": "$150.43", "delivery": "FREE delivery Fri, Apr 4 Only 1 left in stock - order soon."},
{"title": "ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs", "asin": "B0B7F8C35R"},
{"title": "ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White", "asin": "B0B7F717LJ"},
{"title": "Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY", "asin": "B08BFJ8V8C", "price": "$82.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black", "asin": "B0CWQK3LMB", "price": "$104.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black", "asin": "B00PDDMN6S", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5 Only 14 left in stock - order soon."},
{"title": "Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black", "asin": "B09246FCTZ", "price": "$64.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)", "asin": "B0B5TG9BP1", "price": "$149.95", "delivery": "FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon."},
{"title": "Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7", "asin": "B0D7BNK6CB", "price": "$95.53", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans", "asin": "B0CHPRKW18", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm", "asin": "B0C6JQ63HN", "price": "$62.00", "delivery": "FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon."},
{"title": "Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case", "asin": "B0C2CRKPDC", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White", "asin": "B0CVKR2CZ7", "price": "$74.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0", "asin": "B0D4PN7YTH", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO", "asin": "B0D4VMQWHF", "price": "$119.99", "delivery": "FREE delivery Sun, Apr 6"},
{"title": "CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \u2013 Tempered Glass \u2013 Reverse Connection Motherboard Compatible \u2013 No Fans Included \u2013 Black", "asin": "B0CQ5G3NW9", "price": "$113.47", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)", "asin": "B094NK5M4M"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\u200eA3W.US)", "asin": "B0D5HCYZXR", "price": "$84.99", "delivery": " Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon."},
{"title": "Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case", "asin": "B0D7Z7TJFD", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX", "asin": "B0DJPV8XG3", "price": "$119.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-03T00:20:31.173Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-03T00:20:31.173Z\",\"action\": \"click_product\",\"acion_argument\": \"B0B99HTD3B\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-03T00:20:31.173Z\",\"action\": \"click_product\",\"acion_argument\": \"B0B99HTD3B\",}</answer>",
"index": 653,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"asus ap201 case\"}],\n\"search_results\": [{\"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\", \"asin\": \"B0B99HTD3B\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\\u200eA3X.US)\", \"asin\": \"B0D5GYY364\", \"price\": \"$77.90\", \"delivery\": \"FREE delivery Apr 8 - 11\"},\n{\"title\": \"ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel\", \"asin\": \"B0BVKZ6P9C\", \"price\": \"$150.43\", \"delivery\": \"FREE delivery Fri, Apr 4 Only 1 left in stock - order soon.\"},\n{\"title\": \"ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs\", \"asin\": \"B0B7F8C35R\"},\n{\"title\": \"ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White\", \"asin\": \"B0B7F717LJ\"},\n{\"title\": \"Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY\", \"asin\": \"B08BFJ8V8C\", \"price\": \"$82.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black\", \"asin\": \"B0CWQK3LMB\", \"price\": \"$104.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black\", \"asin\": \"B00PDDMN6S\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 14 left in stock - order soon.\"},\n{\"title\": \"Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black\", \"asin\": \"B09246FCTZ\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)\", \"asin\": \"B0B5TG9BP1\", \"price\": \"$149.95\", \"delivery\": \"FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon.\"},\n{\"title\": \"Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7\", \"asin\": \"B0D7BNK6CB\", \"price\": \"$95.53\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans\", \"asin\": \"B0CHPRKW18\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm\", \"asin\": \"B0C6JQ63HN\", \"price\": \"$62.00\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case\", \"asin\": \"B0C2CRKPDC\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White\", \"asin\": \"B0CVKR2CZ7\", \"price\": \"$74.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0\", \"asin\": \"B0D4PN7YTH\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO\", \"asin\": \"B0D4VMQWHF\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \\u2013 Tempered Glass \\u2013 Reverse Connection Motherboard Compatible \\u2013 No Fans Included \\u2013 Black\", \"asin\": \"B0CQ5G3NW9\", \"price\": \"$113.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)\", \"asin\": \"B094NK5M4M\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\\u200eA3W.US)\", \"asin\": \"B0D5HCYZXR\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon.\"},\n{\"title\": \"Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case\", \"asin\": \"B0D7Z7TJFD\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX\", \"asin\": \"B0DJPV8XG3\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:20:31.173Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"asus ap201 case\"}],\n\"product_details\": [{\"asin\": \"B0B99HTD3B\"},\n{\"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"},\n{\"price\": \"$79.99\"},\n{\"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"AP201|Black\"},\n{\"Style\": \"SFF Tempered Glass\"},\n{\"Pattern\": \"Chassis\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:20:49.411Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-03T00:20:49.411Z
|
click
|
product_option
|
rule
|
train
| 654 |
2025-04-03T00:20:49.411Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "asus ap201 case"}],
"product_details": [{"asin": "B0B99HTD3B"},
{"title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs"},
{"price": "$79.99"},
{"bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "AP201|Black"},
{"Style": "SFF Tempered Glass"},
{"Pattern": "Chassis"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-03T00:20:49.411Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-03T00:20:49.411Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-03T00:20:49.411Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 654,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"asus ap201 case\"}],\n\"product_details\": [{\"asin\": \"B0B99HTD3B\"},\n{\"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"},\n{\"price\": \"$79.99\"},\n{\"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"AP201|Black\"},\n{\"Style\": \"SFF Tempered Glass\"},\n{\"Pattern\": \"Chassis\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:20:49.411Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"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\": \"asus ap201 case\"}],\n\"product_details\": [{\"asin\": \"B0C5LK9L62\"},\n{\"title\": \"ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C\"},\n{\"price\": \"$84.99\"},\n{\"bullet_list\": \"Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Panels with Tempered Glass Side: See or work on your machine easily with a simple yet secure clip mechanism allowing side panels to be easily removed and resistant to accidental dislodging. Sizable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight. Front Panel USB Type-C Support: The front panel of the AP201 features a USB 3.2 Gen 2 Type-C port, so users can enjoy transfer speeds of up to 10 Gbps.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"AP201|Black\"},\n{\"Style\": \"SFF Tempered Glass\"},\n{\"Pattern\": \"Chassis\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:21:11.685Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-03T00:21:11.685Z
|
click
|
other
|
rule
|
train
| 655 |
2025-04-03T00:21:11.685Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "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": "asus ap201 case"}],
"product_details": [{"asin": "B0C5LK9L62"},
{"title": "ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C"},
{"price": "$84.99"},
{"bullet_list": "Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Panels with Tempered Glass Side: See or work on your machine easily with a simple yet secure clip mechanism allowing side panels to be easily removed and resistant to accidental dislodging. Sizable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight. Front Panel USB Type-C Support: The front panel of the AP201 features a USB 3.2 Gen 2 Type-C port, so users can enjoy transfer speeds of up to 10 Gbps."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "AP201|Black"},
{"Style": "SFF Tempered Glass"},
{"Pattern": "Chassis"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-03T00:21:11.685Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-03T00:21:11.685Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-03T00:21:11.685Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 655,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"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\": \"asus ap201 case\"}],\n\"product_details\": [{\"asin\": \"B0C5LK9L62\"},\n{\"title\": \"ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C\"},\n{\"price\": \"$84.99\"},\n{\"bullet_list\": \"Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Panels with Tempered Glass Side: See or work on your machine easily with a simple yet secure clip mechanism allowing side panels to be easily removed and resistant to accidental dislodging. Sizable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight. Front Panel USB Type-C Support: The front panel of the AP201 features a USB 3.2 Gen 2 Type-C port, so users can enjoy transfer speeds of up to 10 Gbps.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"AP201|Black\"},\n{\"Style\": \"SFF Tempered Glass\"},\n{\"Pattern\": \"Chassis\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:21:11.685Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"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\": \"asus ap201 case\"}],\n\"product_details\": [{\"asin\": \"B0C5LK9L62\"},\n{\"title\": \"ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C\"},\n{\"price\": \"$84.99\"},\n{\"bullet_list\": \"Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Panels with Tempered Glass Side: See or work on your machine easily with a simple yet secure clip mechanism allowing side panels to be easily removed and resistant to accidental dislodging. Sizable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight. Front Panel USB Type-C Support: The front panel of the AP201 features a USB 3.2 Gen 2 Type-C port, so users can enjoy transfer speeds of up to 10 Gbps.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"AP201|Black\"},\n{\"Style\": \"SFF Tempered Glass\"},\n{\"Pattern\": \"Chassis\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:22:04.407Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-03T00:22:04.407Z
|
purchase
|
B0C5LK9L62
|
rule
|
train
| 656 |
2025-04-03T00:22:04.407Z
|
purchase
|
B0C5LK9L62
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon 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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "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": "asus ap201 case"}],
"product_details": [{"asin": "B0C5LK9L62"},
{"title": "ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C"},
{"price": "$84.99"},
{"bullet_list": "Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Panels with Tempered Glass Side: See or work on your machine easily with a simple yet secure clip mechanism allowing side panels to be easily removed and resistant to accidental dislodging. Sizable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight. Front Panel USB Type-C Support: The front panel of the AP201 features a USB 3.2 Gen 2 Type-C port, so users can enjoy transfer speeds of up to 10 Gbps."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "AP201|Black"},
{"Style": "SFF Tempered Glass"},
{"Pattern": "Chassis"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-03T00:22:04.407Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-03T00:22:04.407Z\",\"action\": \"purchase\",\"acion_argument\": \"B0C5LK9L62\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-03T00:22:04.407Z\",\"action\": \"purchase\",\"acion_argument\": \"B0C5LK9L62\",}</answer>",
"index": 656,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"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\": \"asus ap201 case\"}],\n\"product_details\": [{\"asin\": \"B0C5LK9L62\"},\n{\"title\": \"ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C\"},\n{\"price\": \"$84.99\"},\n{\"bullet_list\": \"Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Panels with Tempered Glass Side: See or work on your machine easily with a simple yet secure clip mechanism allowing side panels to be easily removed and resistant to accidental dislodging. Sizable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight. Front Panel USB Type-C Support: The front panel of the AP201 features a USB 3.2 Gen 2 Type-C port, so users can enjoy transfer speeds of up to 10 Gbps.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"AP201|Black\"},\n{\"Style\": \"SFF Tempered Glass\"},\n{\"Pattern\": \"Chassis\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:22:04.407Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\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\": \"2025-04-03T00:25:06.861Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-03T00:25:06.861Z
|
click
|
suggested_term
|
rule
|
train
| 657 |
2025-04-03T00:25:06.861Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
<|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": "2025-04-03T00:25:06.861Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-03T00:25:06.861Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-03T00:25:06.861Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 657,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\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\": \"2025-04-03T00:25:06.861Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"asus ap201 case\"}],\n\"cart_items\": [{\"title\": \"ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C\", \"asin\": \"B0C5LK9L62\", \"price\": \"$84.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\", \"asin\": \"B0B99HTD3B\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\\u200eA3X.US)\", \"asin\": \"B0D5GYY364\", \"price\": \"$77.90\", \"delivery\": \"FREE delivery Apr 8 - 11\"},\n{\"title\": \"ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel\", \"asin\": \"B0BVKZ6P9C\", \"price\": \"$150.43\", \"delivery\": \"FREE delivery Fri, Apr 4 Only 1 left in stock - order soon.\"},\n{\"title\": \"ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs\", \"asin\": \"B0B7F8C35R\"},\n{\"title\": \"ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White\", \"asin\": \"B0B7F717LJ\"},\n{\"title\": \"Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY\", \"asin\": \"B08BFJ8V8C\", \"price\": \"$82.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black\", \"asin\": \"B0CWQK3LMB\", \"price\": \"$104.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black\", \"asin\": \"B00PDDMN6S\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon.\"},\n{\"title\": \"Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black\", \"asin\": \"B09246FCTZ\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)\", \"asin\": \"B0B5TG9BP1\", \"price\": \"$149.95\", \"delivery\": \"FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon.\"},\n{\"title\": \"Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7\", \"asin\": \"B0D7BNK6CB\", \"price\": \"$95.53\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans\", \"asin\": \"B0CHPRKW18\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm\", \"asin\": \"B0C6JQ63HN\", \"price\": \"$62.00\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case\", \"asin\": \"B0C2CRKPDC\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0\", \"asin\": \"B0D4PN7YTH\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO\", \"asin\": \"B0D4VMQWHF\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White\", \"asin\": \"B0CVKR2CZ7\", \"price\": \"$74.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \\u2013 Tempered Glass \\u2013 Reverse Connection Motherboard Compatible \\u2013 No Fans Included \\u2013 Black\", \"asin\": \"B0CQ5G3NW9\", \"price\": \"$113.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)\", \"asin\": \"B094NK5M4M\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\\u200eA3W.US)\", \"asin\": \"B0D5HCYZXR\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon.\"},\n{\"title\": \"Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX\", \"asin\": \"B0DJPV8XG3\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"MUSETEX ATX PC Case, 3 x 120mm Fans Pre-Installed, 360MM RAD Support, 270\\u00b0 Full View Tempered Glass Gaming PC Case with Type-C, Mid Tower ATX Computer Case, Black, Y6\", \"asin\": \"B0CP7SQ58Z\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:26:28.000Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-03T00:26:28.000Z
|
click
|
cart_side_bar
|
rule
|
train
| 658 |
2025-04-03T00:26:28.000Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "asus ap201 case"}],
"cart_items": [{"title": "ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C", "asin": "B0C5LK9L62", "price": "$84.99", "quantity": "1"}],
"search_results": [{"title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs", "asin": "B0B99HTD3B", "price": "$79.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\u200eA3X.US)", "asin": "B0D5GYY364", "price": "$77.90", "delivery": "FREE delivery Apr 8 - 11"},
{"title": "ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel", "asin": "B0BVKZ6P9C", "price": "$150.43", "delivery": "FREE delivery Fri, Apr 4 Only 1 left in stock - order soon."},
{"title": "ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs", "asin": "B0B7F8C35R"},
{"title": "ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White", "asin": "B0B7F717LJ"},
{"title": "Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY", "asin": "B08BFJ8V8C", "price": "$82.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black", "asin": "B0CWQK3LMB", "price": "$104.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black", "asin": "B00PDDMN6S", "price": "$69.99", "delivery": " Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon."},
{"title": "Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black", "asin": "B09246FCTZ", "price": "$64.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)", "asin": "B0B5TG9BP1", "price": "$149.95", "delivery": "FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon."},
{"title": "Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7", "asin": "B0D7BNK6CB", "price": "$95.53", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans", "asin": "B0CHPRKW18", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm", "asin": "B0C6JQ63HN", "price": "$62.00", "delivery": "FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon."},
{"title": "Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case", "asin": "B0C2CRKPDC", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0", "asin": "B0D4PN7YTH", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO", "asin": "B0D4VMQWHF", "price": "$119.99", "delivery": "FREE delivery Sun, Apr 6"},
{"title": "Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White", "asin": "B0CVKR2CZ7", "price": "$74.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \u2013 Tempered Glass \u2013 Reverse Connection Motherboard Compatible \u2013 No Fans Included \u2013 Black", "asin": "B0CQ5G3NW9", "price": "$113.47", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)", "asin": "B094NK5M4M"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\u200eA3W.US)", "asin": "B0D5HCYZXR", "price": "$84.99", "delivery": " Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon."},
{"title": "Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX", "asin": "B0DJPV8XG3", "price": "$119.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "MUSETEX ATX PC Case, 3 x 120mm Fans Pre-Installed, 360MM RAD Support, 270\u00b0 Full View Tempered Glass Gaming PC Case with Type-C, Mid Tower ATX Computer Case, Black, Y6", "asin": "B0CP7SQ58Z", "price": "$79.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-03T00:26:28.000Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-03T00:26:28.000Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-03T00:26:28.000Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 658,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"asus ap201 case\"}],\n\"cart_items\": [{\"title\": \"ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C\", \"asin\": \"B0C5LK9L62\", \"price\": \"$84.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\", \"asin\": \"B0B99HTD3B\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\\u200eA3X.US)\", \"asin\": \"B0D5GYY364\", \"price\": \"$77.90\", \"delivery\": \"FREE delivery Apr 8 - 11\"},\n{\"title\": \"ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel\", \"asin\": \"B0BVKZ6P9C\", \"price\": \"$150.43\", \"delivery\": \"FREE delivery Fri, Apr 4 Only 1 left in stock - order soon.\"},\n{\"title\": \"ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs\", \"asin\": \"B0B7F8C35R\"},\n{\"title\": \"ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White\", \"asin\": \"B0B7F717LJ\"},\n{\"title\": \"Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY\", \"asin\": \"B08BFJ8V8C\", \"price\": \"$82.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black\", \"asin\": \"B0CWQK3LMB\", \"price\": \"$104.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black\", \"asin\": \"B00PDDMN6S\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon.\"},\n{\"title\": \"Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black\", \"asin\": \"B09246FCTZ\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)\", \"asin\": \"B0B5TG9BP1\", \"price\": \"$149.95\", \"delivery\": \"FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon.\"},\n{\"title\": \"Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7\", \"asin\": \"B0D7BNK6CB\", \"price\": \"$95.53\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans\", \"asin\": \"B0CHPRKW18\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm\", \"asin\": \"B0C6JQ63HN\", \"price\": \"$62.00\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case\", \"asin\": \"B0C2CRKPDC\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0\", \"asin\": \"B0D4PN7YTH\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO\", \"asin\": \"B0D4VMQWHF\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White\", \"asin\": \"B0CVKR2CZ7\", \"price\": \"$74.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \\u2013 Tempered Glass \\u2013 Reverse Connection Motherboard Compatible \\u2013 No Fans Included \\u2013 Black\", \"asin\": \"B0CQ5G3NW9\", \"price\": \"$113.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)\", \"asin\": \"B094NK5M4M\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\\u200eA3W.US)\", \"asin\": \"B0D5HCYZXR\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon.\"},\n{\"title\": \"Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX\", \"asin\": \"B0DJPV8XG3\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"MUSETEX ATX PC Case, 3 x 120mm Fans Pre-Installed, 360MM RAD Support, 270\\u00b0 Full View Tempered Glass Gaming PC Case with Type-C, Mid Tower ATX Computer Case, Black, Y6\", \"asin\": \"B0CP7SQ58Z\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:26:28.000Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C\", \"asin\": \"B0C5LK9L62\", \"price\": \"$84.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C5LK9L62\"},\n{\"title\": \"ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C\"},\n{\"price\": \"$84.99\"},\n{\"bullet_list\": \"Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Panels with Tempered Glass Side: See or work on your machine easily with a simple yet secure clip mechanism allowing side panels to be easily removed and resistant to accidental dislodging. Sizable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight. Front Panel USB Type-C Support: The front panel of the AP201 features a USB 3.2 Gen 2 Type-C port, so users can enjoy transfer speeds of up to 10 Gbps.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"AP201|Black\"},\n{\"Style\": \"SFF Tempered Glass\"},\n{\"Pattern\": \"Chassis\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:26:45.981Z\", // 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
|
2025-04-03T00:26:45.981Z
|
click
|
cart_side_bar
|
rule
|
train
| 659 |
2025-04-03T00:26:45.981Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C", "asin": "B0C5LK9L62", "price": "$84.99", "quantity": "1"}],
"product_details": [{"asin": "B0C5LK9L62"},
{"title": "ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C"},
{"price": "$84.99"},
{"bullet_list": "Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Panels with Tempered Glass Side: See or work on your machine easily with a simple yet secure clip mechanism allowing side panels to be easily removed and resistant to accidental dislodging. Sizable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight. Front Panel USB Type-C Support: The front panel of the AP201 features a USB 3.2 Gen 2 Type-C port, so users can enjoy transfer speeds of up to 10 Gbps."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "AP201|Black"},
{"Style": "SFF Tempered Glass"},
{"Pattern": "Chassis"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-03T00:26:45.981Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-03T00:26:45.981Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-03T00:26:45.981Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 659,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C\", \"asin\": \"B0C5LK9L62\", \"price\": \"$84.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C5LK9L62\"},\n{\"title\": \"ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C\"},\n{\"price\": \"$84.99\"},\n{\"bullet_list\": \"Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Panels with Tempered Glass Side: See or work on your machine easily with a simple yet secure clip mechanism allowing side panels to be easily removed and resistant to accidental dislodging. Sizable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight. Front Panel USB Type-C Support: The front panel of the AP201 features a USB 3.2 Gen 2 Type-C port, so users can enjoy transfer speeds of up to 10 Gbps.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"AP201|Black\"},\n{\"Style\": \"SFF Tempered Glass\"},\n{\"Pattern\": \"Chassis\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:26:45.981Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"AMD Ryzen 5 7600X 6-Core, 12-Thread Unlocked Desktop Processor\", \"asin\": \"B0BBJDS62N\", \"price\": \"$206.00\", \"quantity\": \"\"},\n{\"title\": \"Thermalright TL-C12C-S X3 CPU Fan 120mm ARGB Case Cooler Fan, 4pin PWM Silent Computer with S-FDB Bearing Included, up to 1550RPM Cooling Fan\\uff083 Quantities\\uff09\", \"asin\": \"B0BKKFBR9R\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"MSI PRO B650M-A WiFi ProSeries Motherboard (AMD Ryzen 9000/8000/7000 Series Processors, AM5, DDR5, PCIe 4.0, M.2, SATA 6Gb/s, USB 3.2 Gen 2, HDMI/DP, Wi-Fi 6E, Bluetooth 5.3, 2.5Gbps LAN, mATX)\", \"asin\": \"B0BHBZRW66\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS Prime 850W Gold (850 Watt, ATX 3.0 Compatible, Fully Modular Power Supply, 80+ Gold Certified, Dual Ball Bearings, Two Color Options in One, 8-Year Warranty)\", \"asin\": \"B0CPR29L4K\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"GIGABYTE B650M AORUS Elite AX (AM5/ LGA 1718/ AMD B650/ Micro-ATX/ 5-Year Warranty/ DDR5/ 2* M.2/ PCIe 5.0/ USB 3.2 Gen2X2 Type-C/Intel 2.5GbE LAN/Q-Flash Plus/EZ-Latch/Gaming Motherboard)\", \"asin\": \"B0BH6XND27\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"MSI PRO B550M-VC WiFi ProSeries Motherboard (AMD Ryzen 5000 Series, AM4, DDR4, PCIe 4.0, SATA 6Gb/s, M.2, USB 3.2 Gen 2, HDMI/DP, Wi-Fi 6E, Bluetooth 5.2, mATX)\", \"asin\": \"B0BDCZRBD6\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Thermalright TL-S12 CPU Fan 120mm Case Cooler Fan Comes with ARGB Lighting Effect,PC PWM Silent Computer Fan with 1500RPM Speed, CPU Cooling Fan Black(Black,3-Pack)\", \"asin\": \"B0C743H79N\", \"price\": \"$13.79\", \"quantity\": \"\"},\n{\"title\": \"Thermalright Peerless Assassin 120 SE CPU Cooler, 6 Heat Pipes AGHP Technology, Dual 120mm PWM Fans, 1550RPM Speed, for AMD:AM4 AM5/Intel LGA 1700/1150/1151/1200/1851,PC Cooler\", \"asin\": \"B09LGY38L4\", \"price\": \"$34.90\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 7 7800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0BTZB7F88\", \"price\": \"$399.00\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C\", \"asin\": \"B0C5LK9L62\", \"delivery\": \"FREE delivery Apr 11 - 24 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"AP201|Black\"}, {\"Style\": \"SFF Tempered Glass\"}, {\"Pattern\": \"Chassis\"}]}],\n\"saved_items\": [{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:27:06.753Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-03T00:27:06.753Z
|
purchase
|
B0C5LK9L62
|
rule
|
train
| 660 |
2025-04-03T00:27:06.753Z
|
purchase
|
B0C5LK9L62
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "AMD Ryzen 5 7600X 6-Core, 12-Thread Unlocked Desktop Processor", "asin": "B0BBJDS62N", "price": "$206.00", "quantity": ""},
{"title": "Thermalright TL-C12C-S X3 CPU Fan 120mm ARGB Case Cooler Fan, 4pin PWM Silent Computer with S-FDB Bearing Included, up to 1550RPM Cooling Fan\uff083 Quantities\uff09", "asin": "B0BKKFBR9R", "price": "$12.98", "quantity": ""},
{"title": "MSI PRO B650M-A WiFi ProSeries Motherboard (AMD Ryzen 9000/8000/7000 Series Processors, AM5, DDR5, PCIe 4.0, M.2, SATA 6Gb/s, USB 3.2 Gen 2, HDMI/DP, Wi-Fi 6E, Bluetooth 5.3, 2.5Gbps LAN, mATX)", "asin": "B0BHBZRW66", "price": "$149.99", "quantity": ""},
{"title": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "B07L9BDY3T", "price": "$6.99", "quantity": ""},
{"title": "ASUS Prime 850W Gold (850 Watt, ATX 3.0 Compatible, Fully Modular Power Supply, 80+ Gold Certified, Dual Ball Bearings, Two Color Options in One, 8-Year Warranty)", "asin": "B0CPR29L4K", "price": "$129.99", "quantity": ""},
{"title": "GIGABYTE B650M AORUS Elite AX (AM5/ LGA 1718/ AMD B650/ Micro-ATX/ 5-Year Warranty/ DDR5/ 2* M.2/ PCIe 5.0/ USB 3.2 Gen2X2 Type-C/Intel 2.5GbE LAN/Q-Flash Plus/EZ-Latch/Gaming Motherboard)", "asin": "B0BH6XND27", "price": "$199.99", "quantity": ""},
{"title": "MSI PRO B550M-VC WiFi ProSeries Motherboard (AMD Ryzen 5000 Series, AM4, DDR4, PCIe 4.0, SATA 6Gb/s, M.2, USB 3.2 Gen 2, HDMI/DP, Wi-Fi 6E, Bluetooth 5.2, mATX)", "asin": "B0BDCZRBD6", "price": "$99.99", "quantity": ""},
{"title": "Thermalright TL-S12 CPU Fan 120mm Case Cooler Fan Comes with ARGB Lighting Effect,PC PWM Silent Computer Fan with 1500RPM Speed, CPU Cooling Fan Black(Black,3-Pack)", "asin": "B0C743H79N", "price": "$13.79", "quantity": ""},
{"title": "Thermalright Peerless Assassin 120 SE CPU Cooler, 6 Heat Pipes AGHP Technology, Dual 120mm PWM Fans, 1550RPM Speed, for AMD:AM4 AM5/Intel LGA 1700/1150/1151/1200/1851,PC Cooler", "asin": "B09LGY38L4", "price": "$34.90", "quantity": ""},
{"title": "AMD Ryzen 7 7800X3D 8-Core, 16-Thread Desktop Processor", "asin": "B0BTZB7F88", "price": "$399.00", "quantity": ""}],
"active_items": [{"title": "ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C", "asin": "B0C5LK9L62", "delivery": "FREE delivery Apr 11 - 24 for Prime members FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "AP201|Black"}, {"Style": "SFF Tempered Glass"}, {"Pattern": "Chassis"}]}],
"saved_items": [{"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "options": [{"Style": "Labels"}]},
{"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-03T00:27:06.753Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-03T00:27:06.753Z\",\"action\": \"purchase\",\"acion_argument\": \"B0C5LK9L62\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-03T00:27:06.753Z\",\"action\": \"purchase\",\"acion_argument\": \"B0C5LK9L62\",}</answer>",
"index": 660,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"AMD Ryzen 5 7600X 6-Core, 12-Thread Unlocked Desktop Processor\", \"asin\": \"B0BBJDS62N\", \"price\": \"$206.00\", \"quantity\": \"\"},\n{\"title\": \"Thermalright TL-C12C-S X3 CPU Fan 120mm ARGB Case Cooler Fan, 4pin PWM Silent Computer with S-FDB Bearing Included, up to 1550RPM Cooling Fan\\uff083 Quantities\\uff09\", \"asin\": \"B0BKKFBR9R\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"MSI PRO B650M-A WiFi ProSeries Motherboard (AMD Ryzen 9000/8000/7000 Series Processors, AM5, DDR5, PCIe 4.0, M.2, SATA 6Gb/s, USB 3.2 Gen 2, HDMI/DP, Wi-Fi 6E, Bluetooth 5.3, 2.5Gbps LAN, mATX)\", \"asin\": \"B0BHBZRW66\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS Prime 850W Gold (850 Watt, ATX 3.0 Compatible, Fully Modular Power Supply, 80+ Gold Certified, Dual Ball Bearings, Two Color Options in One, 8-Year Warranty)\", \"asin\": \"B0CPR29L4K\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"GIGABYTE B650M AORUS Elite AX (AM5/ LGA 1718/ AMD B650/ Micro-ATX/ 5-Year Warranty/ DDR5/ 2* M.2/ PCIe 5.0/ USB 3.2 Gen2X2 Type-C/Intel 2.5GbE LAN/Q-Flash Plus/EZ-Latch/Gaming Motherboard)\", \"asin\": \"B0BH6XND27\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"MSI PRO B550M-VC WiFi ProSeries Motherboard (AMD Ryzen 5000 Series, AM4, DDR4, PCIe 4.0, SATA 6Gb/s, M.2, USB 3.2 Gen 2, HDMI/DP, Wi-Fi 6E, Bluetooth 5.2, mATX)\", \"asin\": \"B0BDCZRBD6\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Thermalright TL-S12 CPU Fan 120mm Case Cooler Fan Comes with ARGB Lighting Effect,PC PWM Silent Computer Fan with 1500RPM Speed, CPU Cooling Fan Black(Black,3-Pack)\", \"asin\": \"B0C743H79N\", \"price\": \"$13.79\", \"quantity\": \"\"},\n{\"title\": \"Thermalright Peerless Assassin 120 SE CPU Cooler, 6 Heat Pipes AGHP Technology, Dual 120mm PWM Fans, 1550RPM Speed, for AMD:AM4 AM5/Intel LGA 1700/1150/1151/1200/1851,PC Cooler\", \"asin\": \"B09LGY38L4\", \"price\": \"$34.90\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 7 7800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0BTZB7F88\", \"price\": \"$399.00\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempered Glass Front Panel, USB Type-C\", \"asin\": \"B0C5LK9L62\", \"delivery\": \"FREE delivery Apr 11 - 24 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"AP201|Black\"}, {\"Style\": \"SFF Tempered Glass\"}, {\"Pattern\": \"Chassis\"}]}],\n\"saved_items\": [{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:27:06.753Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\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\": \"2025-04-05T02:16:05.841Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:16:05.841Z
|
click
|
nav_bar
|
rule
|
train
| 661 |
2025-04-05T02:16:05.841Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
<|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": "2025-04-05T02:16:05.841Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:16:05.841Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:16:05.841Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 661,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\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\": \"2025-04-05T02:16:05.841Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"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\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\\u00ae 5.0, Q-Release Slim, USB4\\u00ae, AI OCing & Networking\", \"asin\": \"B0DF12WKQY\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"GIGABYTE X870 AORUS Elite WIFI7 ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty\", \"asin\": \"B0DGVGRVLQ\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"Samsung 2TB 990 EVO Plus Internal PCIe SSD Hard Drive MZ-V9S2T0B/AM\", \"asin\": \"B0DHLCRF91\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix B850-A Gaming WiFi AMD AM5 B850 ATX Motherboard 14+2+2 Power Stages, DDR5 AEMP, 2.5G LAN, WiFi 7 with Q-Antenna, 4X M.2, PCIe\\u00ae 5.0, USB 20Gbps Type-C, AI Networking II, ASUS AI Advisor\", \"asin\": \"B0DPLP33YR\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"GIGABYTE X870E AORUS PRO ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty\", \"asin\": \"B0DGVBSLLP\", \"price\": \"$359.99\", \"quantity\": \"\"},\n{\"title\": \"Thermalright ASF Black V2 AM5 CPU Holder, AM5 Safety Fixed Frame, AM5 Secure Frame, Corrective Anti-Bending Fixing Frame, AM5 Anti-Bending Contact Frame,CPU Cooler Standard,Black\", \"asin\": \"B0CYQ3LDML\", \"price\": \"$8.69\", \"quantity\": \"\"},\n{\"title\": \"AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0DKFMSMYK\", \"price\": \"$479.00\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"e6aa9c9d\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 9 7900X 12-Core, 24-Thread Unlocked Desktop Processor\", \"asin\": \"B0BBJ59WJ4\", \"price\": \"$336.16\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B00K1MBA5Q\", \"price\": \"$315.57\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DQ9Z1ZR9\", \"price\": \"$314.42\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0C47MJT83\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0B8C93C57\", \"price\": \"$109.98\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07J66VBDR\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01FRGNYXQ\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B016N37MSU\", \"price\": \"$18.50\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07PS69LG5\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B079JN626M\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B09T5V63S7\", \"price\": \"$16.00\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CM2GNGNG\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07VQTFFGC\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B09L5MGNFZ\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D6WJFGLZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B00LSEBYHU\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B012SLGS1I\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Heavy Duty Metal PVC Stainless Steel Plate Circuit Board PCB Cutter Cutting Tool\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 20-Inch\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Freeform 21-Inch Hardside Carry-On Luggage with Spinner Wheels - Hardshell Carry-On Suitcase - TSA, Airline-Approve\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL30-36-36-96 1.40V Desktop Computer Memory U\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"CURMIO PC Carrying Case, Desktop Travel Bag for Computer Tower, Keyboard, Cable and Mouse, Bag Only, Black\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Trunab Computer Desktop Tower Carrying Case, PC Backpack for Computer Main Processor Case, Keyboard, Cable and Mouse, Earphon\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UD\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Series (Intel XMP 3.0) DDR5 RAM 64GB (2x32GB) 6400MT/s CL32-39-39-102 1.40V Desktop Computer Memory \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ASUS Prime AP201 White MicroATX Tempered Glass Edition Supports Graphics Cards up to 338mm, 360mm Coolers, & Standard ATX PSU\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Thor 1000W Platinum II Fully Modular Power Supply with 1000W, 80+ Platinum, ROG Heatsinks, 135mm Fan, 0dB Mode, OLED\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 9 9950X3D 16-Core Processor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempe\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for \", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"32GB (2x16GB)\"}, {\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"}, {\"Color\": \"Silver\"}]}],\n\"saved_items\": [{\"title\": \"AMD Ryzen 9 9950X3D 16-Core Processor\", \"asin\": \"B0DVZSG8D5\", \"price\": \"$849.99\", \"options\": []},\n{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:16:31.195Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:16:31.195Z
|
click_product
|
rule
|
train
| 662 |
2025-04-05T02:16:31.195Z
|
click_product
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:16:05.841Z", "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": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": ""},
{"title": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "B07L9BDY3T", "price": "$6.99", "quantity": ""},
{"title": "ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\u00ae 5.0, Q-Release Slim, USB4\u00ae, AI OCing & Networking", "asin": "B0DF12WKQY", "price": "$299.99", "quantity": ""},
{"title": "GIGABYTE X870 AORUS Elite WIFI7 ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty", "asin": "B0DGVGRVLQ", "price": "$289.99", "quantity": ""},
{"title": "Samsung 2TB 990 EVO Plus Internal PCIe SSD Hard Drive MZ-V9S2T0B/AM", "asin": "B0DHLCRF91", "price": "$139.99", "quantity": ""},
{"title": "ASUS ROG Strix B850-A Gaming WiFi AMD AM5 B850 ATX Motherboard 14+2+2 Power Stages, DDR5 AEMP, 2.5G LAN, WiFi 7 with Q-Antenna, 4X M.2, PCIe\u00ae 5.0, USB 20Gbps Type-C, AI Networking II, ASUS AI Advisor", "asin": "B0DPLP33YR", "price": "$269.99", "quantity": ""},
{"title": "GIGABYTE X870E AORUS PRO ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty", "asin": "B0DGVBSLLP", "price": "$359.99", "quantity": ""},
{"title": "Thermalright ASF Black V2 AM5 CPU Holder, AM5 Safety Fixed Frame, AM5 Secure Frame, Corrective Anti-Bending Fixing Frame, AM5 Anti-Bending Contact Frame,CPU Cooler Standard,Black", "asin": "B0CYQ3LDML", "price": "$8.69", "quantity": ""},
{"title": "AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor", "asin": "B0DKFMSMYK", "price": "$479.00", "quantity": ""},
{"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "e6aa9c9d", "price": "$279.99", "quantity": ""},
{"title": "AMD Ryzen 9 7900X 12-Core, 24-Thread Unlocked Desktop Processor", "asin": "B0BBJ59WJ4", "price": "$336.16", "quantity": ""},
{"title": "", "asin": "B00K1MBA5Q", "price": "$315.57", "quantity": ""},
{"title": "", "asin": "B0DQ9Z1ZR9", "price": "$314.42", "quantity": ""},
{"title": "", "asin": "B0C47MJT83", "price": "$119.99", "quantity": ""},
{"title": "", "asin": "B0B8C93C57", "price": "$109.98", "quantity": ""},
{"title": "", "asin": "B07J66VBDR", "price": "$34.99", "quantity": ""},
{"title": "", "asin": "B01FRGNYXQ", "price": "$8.95", "quantity": ""},
{"title": "", "asin": "B016N37MSU", "price": "$18.50", "quantity": ""},
{"title": "", "asin": "B07PS69LG5", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B079JN626M", "price": "$9.79", "quantity": ""},
{"title": "", "asin": "B09T5V63S7", "price": "$16.00", "quantity": ""},
{"title": "", "asin": "B0CM2GNGNG", "price": "$11.99", "quantity": ""},
{"title": "", "asin": "B07VQTFFGC", "price": "$11.99", "quantity": ""},
{"title": "", "asin": "B09L5MGNFZ", "price": "$8.99", "quantity": ""},
{"title": "", "asin": "B0D6WJFGLZ", "price": "$9.99", "quantity": ""},
{"title": "", "asin": "B00LSEBYHU", "price": "$10.49", "quantity": ""},
{"title": "", "asin": "B012SLGS1I", "price": "$35.00", "quantity": ""},
{"title": "Heavy Duty Metal PVC Stainless Steel Plate Circuit Board PCB Cutter Cutting Tool", "asin": "", "quantity": ""},
{"title": "Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 20-Inch", "asin": "", "quantity": ""},
{"title": "Samsonite Freeform 21-Inch Hardside Carry-On Luggage with Spinner Wheels - Hardshell Carry-On Suitcase - TSA, Airline-Approve", "asin": "", "quantity": ""},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL30-36-36-96 1.40V Desktop Computer Memory U", "asin": "", "quantity": ""},
{"title": "CURMIO PC Carrying Case, Desktop Travel Bag for Computer Tower, Keyboard, Cable and Mouse, Bag Only, Black", "asin": "", "quantity": ""},
{"title": "Trunab Computer Desktop Tower Carrying Case, PC Backpack for Computer Main Processor Case, Keyboard, Cable and Mouse, Earphon", "asin": "", "quantity": ""},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UD", "asin": "", "quantity": ""},
{"title": "G.SKILL Trident Z5 Royal Series (Intel XMP 3.0) DDR5 RAM 64GB (2x32GB) 6400MT/s CL32-39-39-102 1.40V Desktop Computer Memory ", "asin": "", "quantity": ""},
{"title": "ASUS Prime AP201 White MicroATX Tempered Glass Edition Supports Graphics Cards up to 338mm, 360mm Coolers, & Standard ATX PSU", "asin": "", "quantity": ""},
{"title": "ASUS ROG Thor 1000W Platinum II Fully Modular Power Supply with 1000W, 80+ Platinum, ROG Heatsinks, 135mm Fan, 0dB Mode, OLED", "asin": "", "quantity": ""},
{"title": "AMD Ryzen 9 9950X3D 16-Core Processor", "asin": "", "quantity": ""},
{"title": "ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempe", "asin": "", "quantity": ""},
{"title": "ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for ", "asin": "", "quantity": ""}],
"active_items": [{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "delivery": "One-Day FREE delivery Tomorrow, Apr 5 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "32GB (2x16GB)"}, {"Style": "DDR5-6000 28-36-36-96 1.40V"}, {"Color": "Silver"}]}],
"saved_items": [{"title": "AMD Ryzen 9 9950X3D 16-Core Processor", "asin": "B0DVZSG8D5", "price": "$849.99", "options": []},
{"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "options": [{"Style": "Labels"}]},
{"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:16:31.195Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:16:31.195Z\",\"action\": \"click_product\",\"acion_argument\": \"\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:16:31.195Z\",\"action\": \"click_product\",\"acion_argument\": \"\",}</answer>",
"index": 662,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"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\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\\u00ae 5.0, Q-Release Slim, USB4\\u00ae, AI OCing & Networking\", \"asin\": \"B0DF12WKQY\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"GIGABYTE X870 AORUS Elite WIFI7 ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty\", \"asin\": \"B0DGVGRVLQ\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"Samsung 2TB 990 EVO Plus Internal PCIe SSD Hard Drive MZ-V9S2T0B/AM\", \"asin\": \"B0DHLCRF91\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix B850-A Gaming WiFi AMD AM5 B850 ATX Motherboard 14+2+2 Power Stages, DDR5 AEMP, 2.5G LAN, WiFi 7 with Q-Antenna, 4X M.2, PCIe\\u00ae 5.0, USB 20Gbps Type-C, AI Networking II, ASUS AI Advisor\", \"asin\": \"B0DPLP33YR\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"GIGABYTE X870E AORUS PRO ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty\", \"asin\": \"B0DGVBSLLP\", \"price\": \"$359.99\", \"quantity\": \"\"},\n{\"title\": \"Thermalright ASF Black V2 AM5 CPU Holder, AM5 Safety Fixed Frame, AM5 Secure Frame, Corrective Anti-Bending Fixing Frame, AM5 Anti-Bending Contact Frame,CPU Cooler Standard,Black\", \"asin\": \"B0CYQ3LDML\", \"price\": \"$8.69\", \"quantity\": \"\"},\n{\"title\": \"AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0DKFMSMYK\", \"price\": \"$479.00\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"e6aa9c9d\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 9 7900X 12-Core, 24-Thread Unlocked Desktop Processor\", \"asin\": \"B0BBJ59WJ4\", \"price\": \"$336.16\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B00K1MBA5Q\", \"price\": \"$315.57\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DQ9Z1ZR9\", \"price\": \"$314.42\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0C47MJT83\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0B8C93C57\", \"price\": \"$109.98\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07J66VBDR\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01FRGNYXQ\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B016N37MSU\", \"price\": \"$18.50\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07PS69LG5\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B079JN626M\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B09T5V63S7\", \"price\": \"$16.00\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CM2GNGNG\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07VQTFFGC\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B09L5MGNFZ\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D6WJFGLZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B00LSEBYHU\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B012SLGS1I\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Heavy Duty Metal PVC Stainless Steel Plate Circuit Board PCB Cutter Cutting Tool\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 20-Inch\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Freeform 21-Inch Hardside Carry-On Luggage with Spinner Wheels - Hardshell Carry-On Suitcase - TSA, Airline-Approve\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL30-36-36-96 1.40V Desktop Computer Memory U\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"CURMIO PC Carrying Case, Desktop Travel Bag for Computer Tower, Keyboard, Cable and Mouse, Bag Only, Black\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Trunab Computer Desktop Tower Carrying Case, PC Backpack for Computer Main Processor Case, Keyboard, Cable and Mouse, Earphon\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UD\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Series (Intel XMP 3.0) DDR5 RAM 64GB (2x32GB) 6400MT/s CL32-39-39-102 1.40V Desktop Computer Memory \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ASUS Prime AP201 White MicroATX Tempered Glass Edition Supports Graphics Cards up to 338mm, 360mm Coolers, & Standard ATX PSU\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Thor 1000W Platinum II Fully Modular Power Supply with 1000W, 80+ Platinum, ROG Heatsinks, 135mm Fan, 0dB Mode, OLED\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 9 9950X3D 16-Core Processor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempe\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for \", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"32GB (2x16GB)\"}, {\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"}, {\"Color\": \"Silver\"}]}],\n\"saved_items\": [{\"title\": \"AMD Ryzen 9 9950X3D 16-Core Processor\", \"asin\": \"B0DVZSG8D5\", \"price\": \"$849.99\", \"options\": []},\n{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:16:31.195Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
||
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09SGQ9PPC\"},\n{\"title\": \"ASUS ROG Thor 1000W Platinum II Fully Modular Power Supply with 1000W, 80+ Platinum, ROG Heatsinks, 135mm Fan, 0dB Mode, OLED Display, Aura Sync\"},\n{\"price\": \"$359.99\"},\n{\"bullet_list\": \"Lambda A plus plus Certification confirms the latest Thor wields menacing power in absolute stealth. ROG heatsinks cover critical components, delivering lower temperatures and reduced noise. A 135mm Axial-tech fan with PWM control delivers lower noise and keeps thermals in check. Built with 100 percent Japanese capacitors and other premium components to achieve 80 Plus Platinum Certification. OLED display monitors power draw in real time. AC Input Range: 100-240Vac\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"LOKI|SFX\"},\n{\"Size\": \"1000W\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:16:50.730Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:16:50.730Z
|
click
|
product_option
|
rule
|
train
| 663 |
2025-04-05T02:16:50.730Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B09SGQ9PPC"},
{"title": "ASUS ROG Thor 1000W Platinum II Fully Modular Power Supply with 1000W, 80+ Platinum, ROG Heatsinks, 135mm Fan, 0dB Mode, OLED Display, Aura Sync"},
{"price": "$359.99"},
{"bullet_list": "Lambda A plus plus Certification confirms the latest Thor wields menacing power in absolute stealth. ROG heatsinks cover critical components, delivering lower temperatures and reduced noise. A 135mm Axial-tech fan with PWM control delivers lower noise and keeps thermals in check. Built with 100 percent Japanese capacitors and other premium components to achieve 80 Plus Platinum Certification. OLED display monitors power draw in real time. AC Input Range: 100-240Vac"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "LOKI|SFX"},
{"Size": "1000W"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:16:50.730Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:16:50.730Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:16:50.730Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 663,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09SGQ9PPC\"},\n{\"title\": \"ASUS ROG Thor 1000W Platinum II Fully Modular Power Supply with 1000W, 80+ Platinum, ROG Heatsinks, 135mm Fan, 0dB Mode, OLED Display, Aura Sync\"},\n{\"price\": \"$359.99\"},\n{\"bullet_list\": \"Lambda A plus plus Certification confirms the latest Thor wields menacing power in absolute stealth. ROG heatsinks cover critical components, delivering lower temperatures and reduced noise. A 135mm Axial-tech fan with PWM control delivers lower noise and keeps thermals in check. Built with 100 percent Japanese capacitors and other premium components to achieve 80 Plus Platinum Certification. OLED display monitors power draw in real time. AC Input Range: 100-240Vac\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"LOKI|SFX\"},\n{\"Size\": \"1000W\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:16:50.730Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"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\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BZJ5WNJS\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)\"},\n{\"bullet_list\": \"ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \\u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup\"}],\n\"product_options\": [{\"Style\": \"LOKI|SFX\"},\n{\"Size\": \"1000W\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:17:36.977Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:17:36.977Z
|
input
|
sfx
|
rule
|
train
| 664 |
2025-04-05T02:17:36.977Z
|
input
|
sfx
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "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": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BZJ5WNJS"},
{"title": "ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)"},
{"bullet_list": "ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup"}],
"product_options": [{"Style": "LOKI|SFX"},
{"Size": "1000W"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:17:36.977Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:17:36.977Z\",\"action\": \"input\",\"acion_argument\": \"sfx \",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:17:36.977Z\",\"action\": \"input\",\"acion_argument\": \"sfx \",}</answer>",
"index": 664,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"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\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BZJ5WNJS\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)\"},\n{\"bullet_list\": \"ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \\u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup\"}],\n\"product_options\": [{\"Style\": \"LOKI|SFX\"},\n{\"Size\": \"1000W\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:17:36.977Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sfx \"}],\n\"cart_items\": [{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BZJ5WNJS\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)\"},\n{\"bullet_list\": \"ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \\u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup\"}],\n\"product_options\": [{\"Style\": \"LOKI|SFX\"},\n{\"Size\": \"1000W\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:17:37.079Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:17:37.079Z
|
click
|
suggested_term
|
rule
|
train
| 665 |
2025-04-05T02:17:37.079Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sfx "}],
"cart_items": [{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BZJ5WNJS"},
{"title": "ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)"},
{"bullet_list": "ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup"}],
"product_options": [{"Style": "LOKI|SFX"},
{"Size": "1000W"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:17:37.079Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:17:37.079Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:17:37.079Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 665,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sfx \"}],\n\"cart_items\": [{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BZJ5WNJS\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1000W Platinum (Fully Modular Power Supply, 80+ Platinum, 120mm PWM ARGB Fan, Aura Sync, ATX 3.0 Compatible, PCIe 5.0 Ready, 10 Year Warranty)\"},\n{\"bullet_list\": \"ROG heatsinks cover critical components. Lower temps result in a longer lifespan and reduced noise Axial-tech cooling: 120mm fan with PWM control for low noise and thermals kept in check ATX 3.0 Compatible: ROG Loki is compliant with ATX 3.0 guidelines and bundled with a 16-pin PCIe cable that can pipe up to 600W of power to PCIe Gen 5.0 graphics cards 80 PLUS Platinum certified: Up to 92% efficient for low heat and noise, and increased reliability \\u00b7 Aura Sync compatible: Ready to synchronize lighting effects across your gaming setup\"}],\n\"product_options\": [{\"Style\": \"LOKI|SFX\"},\n{\"Size\": \"1000W\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:17:37.079Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sfx power supply 1000w\"}],\n\"cart_items\": [{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Vetroo 1000W White Power Supply ATX 3.0 Ready Dual PCIe 5.0, 80 Plus Gold Full Modular, Japanese 105\\u00b0C Capacitors, Eco Mode with 120mm FDB Fan, Compact Size, 10 Year Warranty for Gaming PC\", \"asin\": \"B0BRN2YG7F\", \"price\": \"$134.99\", \"quantity\": \"\"},\n{\"title\": \"Thermaltake Toughpower GF A3 850W, True 450W 12VHPWR Connectors on PSU & NVIDIA RTX 40 Series, ATX 3.0/PCI-E 5.0, 80+ Gold, SLI/Crossfire Ready Power Supply, PS-TPD-0850FNFAGU-L, 10 Year Warranty\", \"asin\": \"B0C1JKHPNH\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"SAMA PC Power Supply, XP1000W Fully Modular PSU Platinum 80+, 12VHPWR PSU, ATX3.0&PCIE5.0 Gaming PSU, 120mm Silent FDB Fan, 1000W PSU Supply for 3090Ti 4070Ti 4080 4090\", \"asin\": \"B0C7TXWV9Q\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Superer 1000W PSU Power Supply Fully Modular, 80 Plus Gold, ATX 3.1 3.0, PCIE 5.1 5.0, 12VHPWR, Low Noise, Japanese Capacitors, (CE Safety Certified) 1000 watt\", \"asin\": \"B0CQRMW82V\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"GAMEMAX 1050W ATX 3.0 & PCIE 5.0 Power Supply, 80+ Gold Certified, Addressable RGB with 5V Motherboard Sync, Fully Modular ATX Gaming Power Supply, 10 Year Warranty, RGB-1050, White Version\", \"asin\": \"B0CLGK2794\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Thermaltake Toughpower GF A3 1050W, True 600W 12VHPWR Connectors on PSU & NVIDIA RTX 40 Series, ATX 3.0/PCI-E 5.0, 80+ Gold, SLI/Crossfire Ready Power Supply, PS-TPD-1050FNFAGU-L, 10 Year Warranty\", \"asin\": \"B0C1JHWWZL\", \"price\": \"$155.99\", \"quantity\": \"\"},\n{\"title\": \"Vetroo 1000W White Power Supply ATX 3.0 Ready Dual PCIe 5.0, 80 Plus Gold Full Modular, Japanese 105\\u00b0C Capacitors, Eco Mode with 120mm FDB Fan, Compact Size, 10 Year Warranty for Gaming PC\", \"asin\": \"B0BRN2YG7F\", \"price\": \"$134.99\", \"quantity\": \"\"},\n{\"title\": \"PCCOOLER CPS YS1200 Power Supply, 1200W 80 Plus Gold Certified Fully Modular PCIe 5.1 & ATX 3.1 Gaming PSU, Wide Compatibility, 135mm FDB Fan, Full Japan Electrolytic Capacitors - 12 Year Warranty\", \"asin\": \"B0D5QQ9R6Q\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"GAMEMAX 1050W ATX 3.0 & PCIE 5.0 Power Supply, 80+ Gold Certified, Addressable RGB with 5V Motherboard Sync, Fully Modular ATX Gaming Power Supply, 10 Year Warranty, RGB-1050, White Version\", \"asin\": \"B0CLGK2794\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"FSP VITA GM 850W Power Supply, 80 Plus Gold, ATX 3.1/PCIe 5.1, Full Modular (VITA-850GM)\", \"asin\": \"B0DMR2FB12\", \"price\": \"$119.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Montech Titan PLA 1000W High-End ATX Gaming Power Supply - 80 Plus Platinum & Cybenetics Platinum - Fully Modular - ATX 3.1 & PCIe 5.1 Ready -10 Years Coverage - White\", \"asin\": \"B0DKVBFVL6\", \"price\": \"$254.93\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Vetroo 1000W Black ATX 3.0 Ready Power Supply Dual PCIe 5.0, 80 Plus Gold Full Modular, Compact Size, Japanese 105\\u00b0C Capacitors, Eco Mode with 120mm FDB Fan, 10 Year Warranty, for Gaming PC and More\", \"asin\": \"B0BR7RXPYS\", \"price\": \"$134.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"CORSAIR SF850 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45PQ8C4\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"Thermaltake Toughpower SFX 1000W 80Plus Platinum ATX 3.1 Standard Power Supply; 600W 12V-2x6 Connector Included; Full Modular; 90mm FDB Fan; PS-STP-1000FNFAPU-1; 7 Year Warranty\", \"asin\": \"B0D28HRHSG\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 16 - 18 for Prime members\"},\n{\"title\": \"SilverStone Technology SX1000 Platinum, 80 Plus Platinum 1000W Fully Modular SFX-L Power Supply, SX1000-LPT-X V1.1\", \"asin\": \"B0919YY7Z6\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"CORSAIR RM1000e (2025) Fully Modular Low-Noise ATX Power Supply with 12V-2x6 Cable \\u2013 ATX 3.1 & PCIe 5.1 Compliant, Cybenetics Gold Efficiency, 105\\u00b0C-Rated Capacitors, Modern Standby Mode \\u2013 Black\", \"asin\": \"B0DPR5RZ1T\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"SFX Power Supply, 850W, ATX 3.0 & PCIE 5.0 Ready, 80 Plus Gold Certified, Fully Modular Power Supply with Durable Hydraulic Bearing Fan, SFX Form Factor, 10 Year Warranty\", \"asin\": \"B0CHDS4J33\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 20 left in stock - order soon.\"},\n{\"title\": \"NZXT C1000 Gold ATX 3.1 - Fully Modular Low-Noise PC Gaming Power Supply - 1000 Watts - 80 Plus Gold - 12V-2x6 Connector - Zero Fan Mode - 100% Japanese Capacitors - Black\", \"asin\": \"B0D1VC8C4S\", \"price\": \"$176.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"Seasonic Vertex GX-1000-1000W - 80+ Gold - ATX 3.0 & PCIe 5.0 Ready - Full-Modular - ATX Form Factor - Low Noise - 12 Year Warranty - Nvidia RTX 30/40 Super & AMD GPU Compatible\", \"asin\": \"B0BQRCD834\", \"price\": \"$179.90\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"Cooler Master V1100 SFX Platinum ATX3.0 Fully Modular Power Supply, 1100W SFX, 80+ Platinum Efficiency, ATX Bracket Included, SFX Form Factor, 10 Year Warranty (MPZ-B001-SFAP-BUS)\", \"asin\": \"B0BTQN4Q13\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"CORSAIR RM1000x Fully Modular Low-Noise ATX Power Supply \\u2013 ATX 3.1 Compliant \\u2013 PCIe 5.1 Support \\u2013 Cybenetics Gold Efficiency \\u2013 Native 12V-2x6 Connector \\u2013 Black\", \"asin\": \"B0DJ1M9C62\", \"price\": \"$189.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black\", \"asin\": \"B00429N19W\", \"price\": \"$219.95\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Thermaltake Toughpower SFX 850W 80Plus Platinum ATX 3.1 Standard Power Supply; 450W 12V-2x6 Connector Included; Full Modular; 90mm FDB Fan; PS-STP-0850FNFAPU-1; 7 Year Warranty\", \"asin\": \"B0D2851VQD\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"LIAN LI SP 850 80+ Gold, White Color, Performance SFX Form Factor Power Supply - SP850 White\", \"asin\": \"B0BCVBNQCZ\", \"price\": \"$152.99\", \"delivery\": \"FREE delivery Apr 14 - 16 for Prime members\"},\n{\"title\": \"Vetroo 1000W Black ATX 3.0 Ready Power Supply Dual PCIe 5.0, 80 Plus Gold Full Modular, Compact Size, Japanese 105\\u00b0C Capacitors, Eco Mode with 120mm FDB Fan, 10 Year Warranty, for Gaming PC and More\", \"asin\": \"B0BR7RXPYS\", \"price\": \"$134.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"MSI MPG A1000GS PCIE5 ATX 3.1 Gaming Power Supply - Full Modular - 80 Plus Gold Certified 1000W - 100% Japanese 105\\u00b0C Capacitors - ATX PSU - 10 Year Warranty\", \"asin\": \"B0DT2WJ226\", \"price\": \"$189.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"GAMEMAX 1050W ATX 3.0 & PCIE 5.0 Power Supply, 80+ Gold Certified, Addressable RGB with 5V Motherboard Sync, Fully Modular ATX Gaming Power Supply, 10 Year Warranty, RGB-1050, White Version\", \"asin\": \"B0CLGK2794\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"Super Flower Leadex V Platinum PRO 1000W ATX 80 Plus Platinum Certified Power Supply, Smallest 130mm 1000W ATX PSU, 10 Years Warranty, Patent Super Connectors, Full Modular, SF-1000F14TP\", \"asin\": \"B0D5ZDXCR6\"},\n{\"title\": \"ASRock Steel Legend 1000W SL-1000GW 80 Plus Gold & Cybenetics Platinum Full Modular Power Supply ATX3.1 PCIe5.1 Ready with Dual Color 12V-2x6 Cable 10 Years Warranty White Edition Japanese Capacitor\", \"asin\": \"B0DNLPGGDT\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Asus 1000W ROG Loki SFX-L Platinum PSU, Small Form Factor, Fully Modular, 80+ Platinum, 0dB Fan Button, RGB, ATX-to- SFX Bracket, 10 Year Warranty\", \"asin\": \"B0BHJDQJNC\"},\n{\"title\": \"Thermaltake Toughpower GF3 1200W, True 600W 12VHPWR Connectors on PSU & NVIDIA RTX 40 series, ATX 3.0/PCI-E 5.0 Ready, 80+ Gold, SLI/Crossfire Ready Power Supply, PS-TPD-1200FNFAGU-4, 10 Year Warranty\", \"asin\": \"B0BF4YRCK8\", \"price\": \"$169.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"Thermaltake Toughpower GF A3 1050W, True 600W 12VHPWR Connectors on PSU & NVIDIA RTX 40 Series, ATX 3.0/PCI-E 5.0, 80+ Gold, SLI/Crossfire Ready Power Supply, PS-TPD-1050FNFAGU-L, 10 Year Warranty\", \"asin\": \"B0C1JHWWZL\", \"price\": \"$155.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"CyberPower EC550G Ecologic Battery Backup & Surge Protector UPS System, 550VA/330W, 8 Outlets, ECO Mode, Compact Uninterruptible Power Supply\", \"asin\": \"B00DBA9YD0\", \"price\": \"$85.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"Corsair RM1000x Shift Fully Modular ATX Power Supply - Modular Side Interface - ATX 3.0 & PCIe 5.0 Compliant - Zero RPM Fan Mode - 105\\u00b0C-Rated Capacitors - 80 Plus Gold Efficiency - Black\", \"asin\": \"B0BP8B6M7Y\", \"price\": \"$209.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"Pure Power 12 M 1000W | ATX 3.1 Compliant | 80 Plus\\u00ae Gold | Modular Power Supply | for PCIe 5.0 GPUs and GPUs with 6+2 pin connectors | 12VHPWR Cable Included | Silent 120mm be quiet! Fan - BN506\", \"asin\": \"B0BVYCXQY4\", \"price\": \"$159.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5 Only 11 left in stock - order soon.\"},\n{\"title\": \"Lian Li Edge Series-1000W Full Modular Power Supply-80 Plus Platinum-ATX 3.0, 3.1-PCIE 5.1-L-Shape Design for Dual Chamber Case-120mm FDB Fan-Supports up to 4X USB Devices-White (EG1000WE.US)\", \"asin\": \"B0D8SPDPRY\"},\n{\"title\": \"Lian Li Edge Serie - 1000W Full Modular Power Supply (Fan USB Hub Included) - Gold - ATX 3.1 - PCIE 5.1 Support - 12V-2x6 Connector - L-Shape Design for Dual Chamber Case - Black (EG1000G.BH)\", \"asin\": \"B0DN16HS1L\"},\n{\"title\": \"Super Flower Leadex III ATX 3.1 1000W, Cybenetics Platinum, 80+ Gold, 10 Years Warranty, ECO Semi-Fanless Mode, FDB Fan with Copper Shaft, Full Modular Power Supply, SF-1000F14GE, Black\", \"asin\": \"B0DTY7T8GP\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Mon, Apr 7 Only 19 left in stock (more on the way).\"},\n{\"title\": \"CORSAIR RM1000x Shift Fully Modular ATX Power Supply - 80 Plus Gold - ATX 3.0 - PCIe 5.0 - Zero RPM - Modular Side Interface - White\", \"asin\": \"B0CWLV29D7\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"PCCOOLER CPS YS1000 Power Supply, 1000W 80 Plus Gold Certified Fully Modular PCIe 5.1 & ATX 3.1 Gaming PSU, Wide Compatibility, 135mm FDB Fan, Full Japan Electrolytic Capacitors - 12 Year Warranty\", \"asin\": \"B0D5QRS7GR\", \"price\": \"$189.99\", \"delivery\": \"FREE delivery Apr 11 - 17 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:17:56.957Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:17:56.957Z
|
click_product
|
B0D45PQ8C4
|
rule
|
train
| 666 |
2025-04-05T02:17:56.957Z
|
click_product
|
B0D45PQ8C4
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sfx power supply 1000w"}],
"cart_items": [{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"promotion_items": [{"title": "Vetroo 1000W White Power Supply ATX 3.0 Ready Dual PCIe 5.0, 80 Plus Gold Full Modular, Japanese 105\u00b0C Capacitors, Eco Mode with 120mm FDB Fan, Compact Size, 10 Year Warranty for Gaming PC", "asin": "B0BRN2YG7F", "price": "$134.99", "quantity": ""},
{"title": "Thermaltake Toughpower GF A3 850W, True 450W 12VHPWR Connectors on PSU & NVIDIA RTX 40 Series, ATX 3.0/PCI-E 5.0, 80+ Gold, SLI/Crossfire Ready Power Supply, PS-TPD-0850FNFAGU-L, 10 Year Warranty", "asin": "B0C1JKHPNH", "price": "$109.99", "quantity": ""},
{"title": "SAMA PC Power Supply, XP1000W Fully Modular PSU Platinum 80+, 12VHPWR PSU, ATX3.0&PCIE5.0 Gaming PSU, 120mm Silent FDB Fan, 1000W PSU Supply for 3090Ti 4070Ti 4080 4090", "asin": "B0C7TXWV9Q", "price": "$129.99", "quantity": ""},
{"title": "Superer 1000W PSU Power Supply Fully Modular, 80 Plus Gold, ATX 3.1 3.0, PCIE 5.1 5.0, 12VHPWR, Low Noise, Japanese Capacitors, (CE Safety Certified) 1000 watt", "asin": "B0CQRMW82V", "price": "$129.99", "quantity": ""},
{"title": "GAMEMAX 1050W ATX 3.0 & PCIE 5.0 Power Supply, 80+ Gold Certified, Addressable RGB with 5V Motherboard Sync, Fully Modular ATX Gaming Power Supply, 10 Year Warranty, RGB-1050, White Version", "asin": "B0CLGK2794", "price": "$149.99", "quantity": ""},
{"title": "Thermaltake Toughpower GF A3 1050W, True 600W 12VHPWR Connectors on PSU & NVIDIA RTX 40 Series, ATX 3.0/PCI-E 5.0, 80+ Gold, SLI/Crossfire Ready Power Supply, PS-TPD-1050FNFAGU-L, 10 Year Warranty", "asin": "B0C1JHWWZL", "price": "$155.99", "quantity": ""},
{"title": "Vetroo 1000W White Power Supply ATX 3.0 Ready Dual PCIe 5.0, 80 Plus Gold Full Modular, Japanese 105\u00b0C Capacitors, Eco Mode with 120mm FDB Fan, Compact Size, 10 Year Warranty for Gaming PC", "asin": "B0BRN2YG7F", "price": "$134.99", "quantity": ""},
{"title": "PCCOOLER CPS YS1200 Power Supply, 1200W 80 Plus Gold Certified Fully Modular PCIe 5.1 & ATX 3.1 Gaming PSU, Wide Compatibility, 135mm FDB Fan, Full Japan Electrolytic Capacitors - 12 Year Warranty", "asin": "B0D5QQ9R6Q", "price": "$219.99", "quantity": ""},
{"title": "GAMEMAX 1050W ATX 3.0 & PCIE 5.0 Power Supply, 80+ Gold Certified, Addressable RGB with 5V Motherboard Sync, Fully Modular ATX Gaming Power Supply, 10 Year Warranty, RGB-1050, White Version", "asin": "B0CLGK2794", "price": "$149.99", "quantity": ""},
{"title": "FSP VITA GM 850W Power Supply, 80 Plus Gold, ATX 3.1/PCIe 5.1, Full Modular (VITA-850GM)", "asin": "B0DMR2FB12", "price": "$119.99", "quantity": ""}],
"search_results": [{"title": "Montech Titan PLA 1000W High-End ATX Gaming Power Supply - 80 Plus Platinum & Cybenetics Platinum - Fully Modular - ATX 3.1 & PCIe 5.1 Ready -10 Years Coverage - White", "asin": "B0DKVBFVL6", "price": "$254.93", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Vetroo 1000W Black ATX 3.0 Ready Power Supply Dual PCIe 5.0, 80 Plus Gold Full Modular, Compact Size, Japanese 105\u00b0C Capacitors, Eco Mode with 120mm FDB Fan, 10 Year Warranty, for Gaming PC and More", "asin": "B0BR7RXPYS", "price": "$134.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
{"title": "CORSAIR SF850 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45PQ8C4", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
{"title": "Thermaltake Toughpower SFX 1000W 80Plus Platinum ATX 3.1 Standard Power Supply; 600W 12V-2x6 Connector Included; Full Modular; 90mm FDB Fan; PS-STP-1000FNFAPU-1; 7 Year Warranty", "asin": "B0D28HRHSG", "price": "$199.99", "delivery": "FREE delivery Apr 16 - 18 for Prime members"},
{"title": "SilverStone Technology SX1000 Platinum, 80 Plus Platinum 1000W Fully Modular SFX-L Power Supply, SX1000-LPT-X V1.1", "asin": "B0919YY7Z6", "price": "$289.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "CORSAIR RM1000e (2025) Fully Modular Low-Noise ATX Power Supply with 12V-2x6 Cable \u2013 ATX 3.1 & PCIe 5.1 Compliant, Cybenetics Gold Efficiency, 105\u00b0C-Rated Capacitors, Modern Standby Mode \u2013 Black", "asin": "B0DPR5RZ1T", "price": "$169.99", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "SFX Power Supply, 850W, ATX 3.0 & PCIE 5.0 Ready, 80 Plus Gold Certified, Fully Modular Power Supply with Durable Hydraulic Bearing Fan, SFX Form Factor, 10 Year Warranty", "asin": "B0CHDS4J33", "price": "$129.99", "delivery": " Two-Day FREE delivery Sun, Apr 6 Only 20 left in stock - order soon."},
{"title": "NZXT C1000 Gold ATX 3.1 - Fully Modular Low-Noise PC Gaming Power Supply - 1000 Watts - 80 Plus Gold - 12V-2x6 Connector - Zero Fan Mode - 100% Japanese Capacitors - Black", "asin": "B0D1VC8C4S", "price": "$176.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
{"title": "Seasonic Vertex GX-1000-1000W - 80+ Gold - ATX 3.0 & PCIe 5.0 Ready - Full-Modular - ATX Form Factor - Low Noise - 12 Year Warranty - Nvidia RTX 30/40 Super & AMD GPU Compatible", "asin": "B0BQRCD834", "price": "$179.90", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "Cooler Master V1100 SFX Platinum ATX3.0 Fully Modular Power Supply, 1100W SFX, 80+ Platinum Efficiency, ATX Bracket Included, SFX Form Factor, 10 Year Warranty (MPZ-B001-SFAP-BUS)", "asin": "B0BTQN4Q13", "price": "$219.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members Only 1 left in stock - order soon."},
{"title": "CORSAIR RM1000x Fully Modular Low-Noise ATX Power Supply \u2013 ATX 3.1 Compliant \u2013 PCIe 5.1 Support \u2013 Cybenetics Gold Efficiency \u2013 Native 12V-2x6 Connector \u2013 Black", "asin": "B0DJ1M9C62", "price": "$189.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
{"title": "CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black", "asin": "B00429N19W", "price": "$219.95", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Thermaltake Toughpower SFX 850W 80Plus Platinum ATX 3.1 Standard Power Supply; 450W 12V-2x6 Connector Included; Full Modular; 90mm FDB Fan; PS-STP-0850FNFAPU-1; 7 Year Warranty", "asin": "B0D2851VQD", "price": "$179.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "LIAN LI SP 850 80+ Gold, White Color, Performance SFX Form Factor Power Supply - SP850 White", "asin": "B0BCVBNQCZ", "price": "$152.99", "delivery": "FREE delivery Apr 14 - 16 for Prime members"},
{"title": "Vetroo 1000W Black ATX 3.0 Ready Power Supply Dual PCIe 5.0, 80 Plus Gold Full Modular, Compact Size, Japanese 105\u00b0C Capacitors, Eco Mode with 120mm FDB Fan, 10 Year Warranty, for Gaming PC and More", "asin": "B0BR7RXPYS", "price": "$134.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
{"title": "MSI MPG A1000GS PCIE5 ATX 3.1 Gaming Power Supply - Full Modular - 80 Plus Gold Certified 1000W - 100% Japanese 105\u00b0C Capacitors - ATX PSU - 10 Year Warranty", "asin": "B0DT2WJ226", "price": "$189.99", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "GAMEMAX 1050W ATX 3.0 & PCIE 5.0 Power Supply, 80+ Gold Certified, Addressable RGB with 5V Motherboard Sync, Fully Modular ATX Gaming Power Supply, 10 Year Warranty, RGB-1050, White Version", "asin": "B0CLGK2794", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
{"title": "Super Flower Leadex V Platinum PRO 1000W ATX 80 Plus Platinum Certified Power Supply, Smallest 130mm 1000W ATX PSU, 10 Years Warranty, Patent Super Connectors, Full Modular, SF-1000F14TP", "asin": "B0D5ZDXCR6"},
{"title": "ASRock Steel Legend 1000W SL-1000GW 80 Plus Gold & Cybenetics Platinum Full Modular Power Supply ATX3.1 PCIe5.1 Ready with Dual Color 12V-2x6 Cable 10 Years Warranty White Edition Japanese Capacitor", "asin": "B0DNLPGGDT", "price": "$179.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Asus 1000W ROG Loki SFX-L Platinum PSU, Small Form Factor, Fully Modular, 80+ Platinum, 0dB Fan Button, RGB, ATX-to- SFX Bracket, 10 Year Warranty", "asin": "B0BHJDQJNC"},
{"title": "Thermaltake Toughpower GF3 1200W, True 600W 12VHPWR Connectors on PSU & NVIDIA RTX 40 series, ATX 3.0/PCI-E 5.0 Ready, 80+ Gold, SLI/Crossfire Ready Power Supply, PS-TPD-1200FNFAGU-4, 10 Year Warranty", "asin": "B0BF4YRCK8", "price": "$169.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
{"title": "Thermaltake Toughpower GF A3 1050W, True 600W 12VHPWR Connectors on PSU & NVIDIA RTX 40 Series, ATX 3.0/PCI-E 5.0, 80+ Gold, SLI/Crossfire Ready Power Supply, PS-TPD-1050FNFAGU-L, 10 Year Warranty", "asin": "B0C1JHWWZL", "price": "$155.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "CyberPower EC550G Ecologic Battery Backup & Surge Protector UPS System, 550VA/330W, 8 Outlets, ECO Mode, Compact Uninterruptible Power Supply", "asin": "B00DBA9YD0", "price": "$85.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
{"title": "Corsair RM1000x Shift Fully Modular ATX Power Supply - Modular Side Interface - ATX 3.0 & PCIe 5.0 Compliant - Zero RPM Fan Mode - 105\u00b0C-Rated Capacitors - 80 Plus Gold Efficiency - Black", "asin": "B0BP8B6M7Y", "price": "$209.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
{"title": "Pure Power 12 M 1000W | ATX 3.1 Compliant | 80 Plus\u00ae Gold | Modular Power Supply | for PCIe 5.0 GPUs and GPUs with 6+2 pin connectors | 12VHPWR Cable Included | Silent 120mm be quiet! Fan - BN506", "asin": "B0BVYCXQY4", "price": "$159.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 5 Only 11 left in stock - order soon."},
{"title": "Lian Li Edge Series-1000W Full Modular Power Supply-80 Plus Platinum-ATX 3.0, 3.1-PCIE 5.1-L-Shape Design for Dual Chamber Case-120mm FDB Fan-Supports up to 4X USB Devices-White (EG1000WE.US)", "asin": "B0D8SPDPRY"},
{"title": "Lian Li Edge Serie - 1000W Full Modular Power Supply (Fan USB Hub Included) - Gold - ATX 3.1 - PCIE 5.1 Support - 12V-2x6 Connector - L-Shape Design for Dual Chamber Case - Black (EG1000G.BH)", "asin": "B0DN16HS1L"},
{"title": "Super Flower Leadex III ATX 3.1 1000W, Cybenetics Platinum, 80+ Gold, 10 Years Warranty, ECO Semi-Fanless Mode, FDB Fan with Copper Shaft, Full Modular Power Supply, SF-1000F14GE, Black", "asin": "B0DTY7T8GP", "price": "$169.99", "delivery": "FREE delivery Mon, Apr 7 Only 19 left in stock (more on the way)."},
{"title": "CORSAIR RM1000x Shift Fully Modular ATX Power Supply - 80 Plus Gold - ATX 3.0 - PCIe 5.0 - Zero RPM - Modular Side Interface - White", "asin": "B0CWLV29D7", "price": "$199.99", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "PCCOOLER CPS YS1000 Power Supply, 1000W 80 Plus Gold Certified Fully Modular PCIe 5.1 & ATX 3.1 Gaming PSU, Wide Compatibility, 135mm FDB Fan, Full Japan Electrolytic Capacitors - 12 Year Warranty", "asin": "B0D5QRS7GR", "price": "$189.99", "delivery": "FREE delivery Apr 11 - 17 for Prime members"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:17:56.957Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:17:56.957Z\",\"action\": \"click_product\",\"acion_argument\": \"B0D45PQ8C4\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:17:56.957Z\",\"action\": \"click_product\",\"acion_argument\": \"B0D45PQ8C4\",}</answer>",
"index": 666,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sfx power supply 1000w\"}],\n\"cart_items\": [{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Vetroo 1000W White Power Supply ATX 3.0 Ready Dual PCIe 5.0, 80 Plus Gold Full Modular, Japanese 105\\u00b0C Capacitors, Eco Mode with 120mm FDB Fan, Compact Size, 10 Year Warranty for Gaming PC\", \"asin\": \"B0BRN2YG7F\", \"price\": \"$134.99\", \"quantity\": \"\"},\n{\"title\": \"Thermaltake Toughpower GF A3 850W, True 450W 12VHPWR Connectors on PSU & NVIDIA RTX 40 Series, ATX 3.0/PCI-E 5.0, 80+ Gold, SLI/Crossfire Ready Power Supply, PS-TPD-0850FNFAGU-L, 10 Year Warranty\", \"asin\": \"B0C1JKHPNH\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"SAMA PC Power Supply, XP1000W Fully Modular PSU Platinum 80+, 12VHPWR PSU, ATX3.0&PCIE5.0 Gaming PSU, 120mm Silent FDB Fan, 1000W PSU Supply for 3090Ti 4070Ti 4080 4090\", \"asin\": \"B0C7TXWV9Q\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Superer 1000W PSU Power Supply Fully Modular, 80 Plus Gold, ATX 3.1 3.0, PCIE 5.1 5.0, 12VHPWR, Low Noise, Japanese Capacitors, (CE Safety Certified) 1000 watt\", \"asin\": \"B0CQRMW82V\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"GAMEMAX 1050W ATX 3.0 & PCIE 5.0 Power Supply, 80+ Gold Certified, Addressable RGB with 5V Motherboard Sync, Fully Modular ATX Gaming Power Supply, 10 Year Warranty, RGB-1050, White Version\", \"asin\": \"B0CLGK2794\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Thermaltake Toughpower GF A3 1050W, True 600W 12VHPWR Connectors on PSU & NVIDIA RTX 40 Series, ATX 3.0/PCI-E 5.0, 80+ Gold, SLI/Crossfire Ready Power Supply, PS-TPD-1050FNFAGU-L, 10 Year Warranty\", \"asin\": \"B0C1JHWWZL\", \"price\": \"$155.99\", \"quantity\": \"\"},\n{\"title\": \"Vetroo 1000W White Power Supply ATX 3.0 Ready Dual PCIe 5.0, 80 Plus Gold Full Modular, Japanese 105\\u00b0C Capacitors, Eco Mode with 120mm FDB Fan, Compact Size, 10 Year Warranty for Gaming PC\", \"asin\": \"B0BRN2YG7F\", \"price\": \"$134.99\", \"quantity\": \"\"},\n{\"title\": \"PCCOOLER CPS YS1200 Power Supply, 1200W 80 Plus Gold Certified Fully Modular PCIe 5.1 & ATX 3.1 Gaming PSU, Wide Compatibility, 135mm FDB Fan, Full Japan Electrolytic Capacitors - 12 Year Warranty\", \"asin\": \"B0D5QQ9R6Q\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"GAMEMAX 1050W ATX 3.0 & PCIE 5.0 Power Supply, 80+ Gold Certified, Addressable RGB with 5V Motherboard Sync, Fully Modular ATX Gaming Power Supply, 10 Year Warranty, RGB-1050, White Version\", \"asin\": \"B0CLGK2794\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"FSP VITA GM 850W Power Supply, 80 Plus Gold, ATX 3.1/PCIe 5.1, Full Modular (VITA-850GM)\", \"asin\": \"B0DMR2FB12\", \"price\": \"$119.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Montech Titan PLA 1000W High-End ATX Gaming Power Supply - 80 Plus Platinum & Cybenetics Platinum - Fully Modular - ATX 3.1 & PCIe 5.1 Ready -10 Years Coverage - White\", \"asin\": \"B0DKVBFVL6\", \"price\": \"$254.93\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Vetroo 1000W Black ATX 3.0 Ready Power Supply Dual PCIe 5.0, 80 Plus Gold Full Modular, Compact Size, Japanese 105\\u00b0C Capacitors, Eco Mode with 120mm FDB Fan, 10 Year Warranty, for Gaming PC and More\", \"asin\": \"B0BR7RXPYS\", \"price\": \"$134.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"CORSAIR SF850 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45PQ8C4\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"Thermaltake Toughpower SFX 1000W 80Plus Platinum ATX 3.1 Standard Power Supply; 600W 12V-2x6 Connector Included; Full Modular; 90mm FDB Fan; PS-STP-1000FNFAPU-1; 7 Year Warranty\", \"asin\": \"B0D28HRHSG\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Apr 16 - 18 for Prime members\"},\n{\"title\": \"SilverStone Technology SX1000 Platinum, 80 Plus Platinum 1000W Fully Modular SFX-L Power Supply, SX1000-LPT-X V1.1\", \"asin\": \"B0919YY7Z6\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"CORSAIR RM1000e (2025) Fully Modular Low-Noise ATX Power Supply with 12V-2x6 Cable \\u2013 ATX 3.1 & PCIe 5.1 Compliant, Cybenetics Gold Efficiency, 105\\u00b0C-Rated Capacitors, Modern Standby Mode \\u2013 Black\", \"asin\": \"B0DPR5RZ1T\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"SFX Power Supply, 850W, ATX 3.0 & PCIE 5.0 Ready, 80 Plus Gold Certified, Fully Modular Power Supply with Durable Hydraulic Bearing Fan, SFX Form Factor, 10 Year Warranty\", \"asin\": \"B0CHDS4J33\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6 Only 20 left in stock - order soon.\"},\n{\"title\": \"NZXT C1000 Gold ATX 3.1 - Fully Modular Low-Noise PC Gaming Power Supply - 1000 Watts - 80 Plus Gold - 12V-2x6 Connector - Zero Fan Mode - 100% Japanese Capacitors - Black\", \"asin\": \"B0D1VC8C4S\", \"price\": \"$176.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"Seasonic Vertex GX-1000-1000W - 80+ Gold - ATX 3.0 & PCIe 5.0 Ready - Full-Modular - ATX Form Factor - Low Noise - 12 Year Warranty - Nvidia RTX 30/40 Super & AMD GPU Compatible\", \"asin\": \"B0BQRCD834\", \"price\": \"$179.90\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"Cooler Master V1100 SFX Platinum ATX3.0 Fully Modular Power Supply, 1100W SFX, 80+ Platinum Efficiency, ATX Bracket Included, SFX Form Factor, 10 Year Warranty (MPZ-B001-SFAP-BUS)\", \"asin\": \"B0BTQN4Q13\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"CORSAIR RM1000x Fully Modular Low-Noise ATX Power Supply \\u2013 ATX 3.1 Compliant \\u2013 PCIe 5.1 Support \\u2013 Cybenetics Gold Efficiency \\u2013 Native 12V-2x6 Connector \\u2013 Black\", \"asin\": \"B0DJ1M9C62\", \"price\": \"$189.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black\", \"asin\": \"B00429N19W\", \"price\": \"$219.95\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Thermaltake Toughpower SFX 850W 80Plus Platinum ATX 3.1 Standard Power Supply; 450W 12V-2x6 Connector Included; Full Modular; 90mm FDB Fan; PS-STP-0850FNFAPU-1; 7 Year Warranty\", \"asin\": \"B0D2851VQD\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"LIAN LI SP 850 80+ Gold, White Color, Performance SFX Form Factor Power Supply - SP850 White\", \"asin\": \"B0BCVBNQCZ\", \"price\": \"$152.99\", \"delivery\": \"FREE delivery Apr 14 - 16 for Prime members\"},\n{\"title\": \"Vetroo 1000W Black ATX 3.0 Ready Power Supply Dual PCIe 5.0, 80 Plus Gold Full Modular, Compact Size, Japanese 105\\u00b0C Capacitors, Eco Mode with 120mm FDB Fan, 10 Year Warranty, for Gaming PC and More\", \"asin\": \"B0BR7RXPYS\", \"price\": \"$134.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"MSI MPG A1000GS PCIE5 ATX 3.1 Gaming Power Supply - Full Modular - 80 Plus Gold Certified 1000W - 100% Japanese 105\\u00b0C Capacitors - ATX PSU - 10 Year Warranty\", \"asin\": \"B0DT2WJ226\", \"price\": \"$189.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"GAMEMAX 1050W ATX 3.0 & PCIE 5.0 Power Supply, 80+ Gold Certified, Addressable RGB with 5V Motherboard Sync, Fully Modular ATX Gaming Power Supply, 10 Year Warranty, RGB-1050, White Version\", \"asin\": \"B0CLGK2794\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"Super Flower Leadex V Platinum PRO 1000W ATX 80 Plus Platinum Certified Power Supply, Smallest 130mm 1000W ATX PSU, 10 Years Warranty, Patent Super Connectors, Full Modular, SF-1000F14TP\", \"asin\": \"B0D5ZDXCR6\"},\n{\"title\": \"ASRock Steel Legend 1000W SL-1000GW 80 Plus Gold & Cybenetics Platinum Full Modular Power Supply ATX3.1 PCIe5.1 Ready with Dual Color 12V-2x6 Cable 10 Years Warranty White Edition Japanese Capacitor\", \"asin\": \"B0DNLPGGDT\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Asus 1000W ROG Loki SFX-L Platinum PSU, Small Form Factor, Fully Modular, 80+ Platinum, 0dB Fan Button, RGB, ATX-to- SFX Bracket, 10 Year Warranty\", \"asin\": \"B0BHJDQJNC\"},\n{\"title\": \"Thermaltake Toughpower GF3 1200W, True 600W 12VHPWR Connectors on PSU & NVIDIA RTX 40 series, ATX 3.0/PCI-E 5.0 Ready, 80+ Gold, SLI/Crossfire Ready Power Supply, PS-TPD-1200FNFAGU-4, 10 Year Warranty\", \"asin\": \"B0BF4YRCK8\", \"price\": \"$169.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"Thermaltake Toughpower GF A3 1050W, True 600W 12VHPWR Connectors on PSU & NVIDIA RTX 40 Series, ATX 3.0/PCI-E 5.0, 80+ Gold, SLI/Crossfire Ready Power Supply, PS-TPD-1050FNFAGU-L, 10 Year Warranty\", \"asin\": \"B0C1JHWWZL\", \"price\": \"$155.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"CyberPower EC550G Ecologic Battery Backup & Surge Protector UPS System, 550VA/330W, 8 Outlets, ECO Mode, Compact Uninterruptible Power Supply\", \"asin\": \"B00DBA9YD0\", \"price\": \"$85.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"Corsair RM1000x Shift Fully Modular ATX Power Supply - Modular Side Interface - ATX 3.0 & PCIe 5.0 Compliant - Zero RPM Fan Mode - 105\\u00b0C-Rated Capacitors - 80 Plus Gold Efficiency - Black\", \"asin\": \"B0BP8B6M7Y\", \"price\": \"$209.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"Pure Power 12 M 1000W | ATX 3.1 Compliant | 80 Plus\\u00ae Gold | Modular Power Supply | for PCIe 5.0 GPUs and GPUs with 6+2 pin connectors | 12VHPWR Cable Included | Silent 120mm be quiet! Fan - BN506\", \"asin\": \"B0BVYCXQY4\", \"price\": \"$159.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5 Only 11 left in stock - order soon.\"},\n{\"title\": \"Lian Li Edge Series-1000W Full Modular Power Supply-80 Plus Platinum-ATX 3.0, 3.1-PCIE 5.1-L-Shape Design for Dual Chamber Case-120mm FDB Fan-Supports up to 4X USB Devices-White (EG1000WE.US)\", \"asin\": \"B0D8SPDPRY\"},\n{\"title\": \"Lian Li Edge Serie - 1000W Full Modular Power Supply (Fan USB Hub Included) - Gold - ATX 3.1 - PCIE 5.1 Support - 12V-2x6 Connector - L-Shape Design for Dual Chamber Case - Black (EG1000G.BH)\", \"asin\": \"B0DN16HS1L\"},\n{\"title\": \"Super Flower Leadex III ATX 3.1 1000W, Cybenetics Platinum, 80+ Gold, 10 Years Warranty, ECO Semi-Fanless Mode, FDB Fan with Copper Shaft, Full Modular Power Supply, SF-1000F14GE, Black\", \"asin\": \"B0DTY7T8GP\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Mon, Apr 7 Only 19 left in stock (more on the way).\"},\n{\"title\": \"CORSAIR RM1000x Shift Fully Modular ATX Power Supply - 80 Plus Gold - ATX 3.0 - PCIe 5.0 - Zero RPM - Modular Side Interface - White\", \"asin\": \"B0CWLV29D7\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"PCCOOLER CPS YS1000 Power Supply, 1000W 80 Plus Gold Certified Fully Modular PCIe 5.1 & ATX 3.1 Gaming PSU, Wide Compatibility, 135mm FDB Fan, Full Japan Electrolytic Capacitors - 12 Year Warranty\", \"asin\": \"B0D5QRS7GR\", \"price\": \"$189.99\", \"delivery\": \"FREE delivery Apr 11 - 17 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:17:56.957Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sfx power supply 1000w\"}],\n\"cart_items\": [{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45PQ8C4\"},\n{\"title\": \"CORSAIR SF850 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$199.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:18:06.772Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:18:06.772Z
|
click
|
product_option
|
rule
|
train
| 667 |
2025-04-05T02:18:06.772Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "sfx power supply 1000w"}],
"cart_items": [{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45PQ8C4"},
{"title": "CORSAIR SF850 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$199.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:18:06.772Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:18:06.772Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:18:06.772Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 667,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sfx power supply 1000w\"}],\n\"cart_items\": [{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45PQ8C4\"},\n{\"title\": \"CORSAIR SF850 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$199.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:18:06.772Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"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\": \"sfx power supply 1000w\"}],\n\"cart_items\": [{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:19:24.135Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:19:24.135Z
|
purchase
|
B0D45RN3KZ
|
rule
|
train
| 668 |
2025-04-05T02:19:24.135Z
|
purchase
|
B0D45RN3KZ
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "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": "sfx power supply 1000w"}],
"cart_items": [{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D45RN3KZ"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black"},
{"price": "$229.99"},
{"bullet_list": "80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\u00b0C Rated Japanese Capacitors: For unwavering power and reliability"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"},
{"Size": "1000 Watts"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:19:24.135Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:19:24.135Z\",\"action\": \"purchase\",\"acion_argument\": \"B0D45RN3KZ\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:19:24.135Z\",\"action\": \"purchase\",\"acion_argument\": \"B0D45RN3KZ\",}</answer>",
"index": 668,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"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\": \"sfx power supply 1000w\"}],\n\"cart_items\": [{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D45RN3KZ\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"80 PLUS Platinum Rated SFX Power: Massive Platinum-rated power in a compact SFX form-factor, perfect for the most power-dense small-form-factor PCs or saving space in larger cases ATX 3.0 Compliant & PCIe 5.0 Ready: Compliant with the ATX 3.0 power standard from Intel, supporting the PCIe Gen 5 platform and resisting transient power spikes Fully Modular, Type-5 Micro-Fit PSU Connectors: With flexible cabling, taking up less space for tidy cable management and compatibility in small cases 92mm PWM Cooling Fan: Delivers powerful cooling with low-noise operation thanks to a fluid dynamic bearing 105\\u00b0C Rated Japanese Capacitors: For unwavering power and reliability\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"},\n{\"Size\": \"1000 Watts\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:19:24.135Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"FSP Hydro G PRO 1000W Power Supply, 80 Plus Gold, ATX 3.0/PCIe 5.0, Full Modular (HG2-1000-G5T)\", \"asin\": \"B0CGGPBQYD\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"FSP VITA GM 1000W Power Supply, 80 Plus Gold, ATX 3.1/PCIe 5.1, Full Modular (VITA-1000GM)\", \"asin\": \"B0DMQ48XKK\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A20 FLX, Premium Quiet Fan, 3-Pin (200x30mm, Brown)\", \"asin\": \"B071PFLMFT\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-P12 redux-1700 PWM, High Performance Cooling Fan, 4-Pin, 1700 RPM (120mm, Grey)\", \"asin\": \"B07CG2PGY6\", \"price\": \"$15.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\", \"asin\": \"B07C5VG64V\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A20 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (200x30mm, Black)\", \"asin\": \"B07ZP46RNR\", \"price\": \"$36.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-D15 chromax.Black, Dual-Tower CPU Cooler (140mm, Black)\", \"asin\": \"B07Y87YHRH\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-U12S chromax.Black, 120mm Single-Tower CPU Cooler (Black)\", \"asin\": \"B07Y88BNYZ\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"GAMEMAX 850W 80 Plus Gold Power Supply, ATX 3.0 & PCIE 5.0 Ready, 100% Japanese Capacitors, Fully Modular, ARGB SYNC, RGB-850 SE\", \"asin\": \"B0B1B1QZKP\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack 3 Way 4 Pin PWM Fan Splitter Cable 12 Inches, PC Fan Splitter 1 to 3 Converter, PC Fan Extension Cable\", \"asin\": \"B07PXLHNZ6\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"ZLKSKER 24 Pin to 14 Pin Power Supply Cable with Sleeve 12 Inches, 18AWG, ATX PSU Main Power Adapter Cord, Plug & Play for Lenovo IBM Dell A75 B75 Q75 Q77\", \"asin\": \"B07F66NQZV\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC P12 Slim PWM PST - PC Fan, 120mm Case Fan with PWM Sharing Technology (PST), Pressure-optimised, Quiet Motor, Computer, Extra Slim, 300\\u20132100 RPM - Black\", \"asin\": \"B08QDKGCCW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 9 5900X 12-core, 24-Thread Unlocked Desktop Processor\", \"asin\": \"B08164VTWH\", \"price\": \"$260.45\", \"quantity\": \"\"},\n{\"title\": \"Apple Pencil (USB-C): Device Compatibility Check Required - Pixel-Perfect Precision, Tilt Sensitivity, Perfect for Note-Taking, Drawing, and Signing Documents. Charges and Pairs with USB-C\", \"asin\": \"\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Anker Nano Charger, USB C GaN Charger 30W, PIQ 3.0 Foldable PPS Fast Charger for iPhone 16 / 15 and more series, Galaxy, iPad, Compatible with MagSafe\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Apple Pencil Pro: Latest Model - Device Compatibility Check Required - Pixel-Perfect Precision, Tilt and Pressure Sensitivity, Perfect for Note-Taking, Drawing, and Art. Charges and Pairs Magnetically\", \"asin\": \"\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"Nelko Label Maker Machine with Tape, P21 Bluetooth Label Printer, Wireless Mini Label Makers with Multiple Templates for Organizing Office Home, White\", \"asin\": \"\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Anker USB C Charger (Nano 65W), PPS 3-Port Fast Compact Foldable USB C Charger Block for MacBook, iPad Pro, Galaxy S24, iPhone 16 / 15 and more series\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Metapen Pencil A8 for Apple iPad 2018-2025, (2X Faster Charge), Tilt Sensitivity, Pixel Precision, Stylus Pen for iPad 11/10/9/8/7/6th Gen, Pro 12.9/11/13-inch M4, Air 3/4/5/M2/M3, Mini 5/6th, White\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Stylus (5 Pcs), 2-in-1 Stylus Pen for Touch Screen, High Precision and Sensitivity, Suitable for iPhone/ipad/Android Tablets, Compatible with All Touch Screens (Black/White/Blue/Rose Gold/Silver)\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"LISEN Tablet Stand for iPad Stand Holder Desk, Foldable Home Office Desk Accessories Travel for iPad Holder Dorm College Room Essentials Portable Monitor Stand Fits Tabs Kindle iPhone 4-15.9\\\" Black\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"Apple Pencil (2nd Generation): Device Compatibility Check Required - Pixel-Perfect Precision, Perfect for Note-Taking, Drawing, and Signing documents. Attaches, Charges, and Pairs magnetically.\", \"asin\": \"\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"Anker iPhone 16 Charger, 2-Pack 20W Fast USB C Charger Block, for iPhone 16/16 Pro Max/15 Series/iPad Pro and More (Black, 2 Pack & 2 Cable)\", \"asin\": \"\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"CloudValley Webcam Cover Slide[2-Pack], 0.023 Inch Ultra-Thin Metal Web Camera Cover for Macbook Pro, iMac, Laptop, PC, iPad Pro, iPhone 8/7/6 Plus, Protect Your Visual Privacy [Black]\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Tips Compatible with Apple Pencil 2 Gen iPad Pro Pencil - iPencil Nib for iPad Pencil 1 st/Pencil 2 Gen White 4 Pack (White 4 Pack)\", \"asin\": \"\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR RM1000x Fully Modular Low-Noise ATX Power Supply \\u2013 ATX 3.1 Compliant \\u2013 PCIe 5.1 Support \\u2013 Cybenetics Gold Efficiency \\u2013 Native 12V-2x6 Connector \\u2013 Black\", \"asin\": \"\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix 1200W Gold Aura Edition (Fully Modular Power Supply, 80+ Gold Certified, ATX 3.0, Cybenetics Lambda A+ Certification, PCIe Gen 5.0 Ready, Axial-tech Fan, Aura Sync, 10 Year Warranty)\", \"asin\": \"\", \"price\": \"$226.33\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix B850-I Gaming WiFi AMD AM5 B850 Mini-ITX mITX Motherboard 10+2+1 Stages, DDR5, 2.5G LAN, WiFi 7, 2X M.2, PCIe\\u00ae 5.0 x16, USB 20Gbps Type-C\\u00ae, AI Overclocking, AI Networking II, Aura Sync\", \"asin\": \"\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Corsair HX1000i Fully Modular Ultra-Low Noise ATX Power Supply - ATX 3.0 & PCIe 5.0 Compliant - Fluid Dynamic Bearing Fan - CORSAIR iCUE Software Compatible - 80 Plus Platinum Efficiency - Black\", \"asin\": \"\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Montech Titan PLA 1000W High-End ATX Gaming Power Supply - 80 Plus Platinum & Cybenetics Platinum - Fully Modular - ATX 3.1 & PCIe 5.1 Ready -10 Years Coverage - White\", \"asin\": \"\", \"price\": \"$254.93\", \"quantity\": \"\"},\n{\"title\": \"Thermaltake Toughpower GF3 Snow Edition 1200W 80+ Gold Full Modular SLI/Crossfire Ready ATX 3.0 Power Supply PCIe Gen.5 600W 12VHPWR Connector Included PS-TPD-1200FNFAGU-N 10 Year Warranty\", \"asin\": \"\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Vetroo 1000W White Power Supply ATX 3.0 Ready Dual PCIe 5.0, 80 Plus Gold Full Modular, Japanese 105\\u00b0C Capacitors, Eco Mode with 120mm FDB Fan, Compact Size, 10 Year Warranty for Gaming PC\", \"asin\": \"\", \"price\": \"$134.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\\u00ae 5.0, Q-Release Slim, USB4\\u00ae, AI OCing & Networking\", \"asin\": \"\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Hyperion GR701 EATX Full-Tower Computer case with semi-Open Structure, Tool-Free Side Panels, Supports up to 2 x 420mm radiators, Built-in Graphics Card Holder,2X Front Panel Type-C\", \"asin\": \"\", \"price\": \"$481.99\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A9x14 HS-PWM chromax.Black.swap, Premium Quiet Slim Fan, 4-Pin (92x14mm, Black)\", \"asin\": \"\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"G.SKILL Flare X5 Series (AMD Expo) DDR5 RAM 64GB (2x32GB) 6000MT/s CL30-40-40-96 1.40V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3040G32GX2-FX5)\", \"asin\": \"\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III 280 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131700 RPM, LGA1851 and LGA1700 Contact Frame - Black\", \"asin\": \"\", \"price\": \"$111.99\", \"quantity\": \"\"},\n{\"title\": \"GAMEMAX Rampage Series 1050W ATX 3.1 & PCIe 5.1 80 Plus Platinum Certified Fully Modular Power Supply, 135mm F.D.B Fan, 105\\u00b0C Japanese Caps, 10 Year Warranty, GX1050, White\", \"asin\": \"\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ASRock Steel Legend SL-1000GW 1000W 80 Plus Gold & Cybenetics Platinum Full Modular Power Supply ATX3.1 PCIe5.1 Ready with Dual Color 12V-2x6 Cable 10 Years Warranty White Edition Japanese Capacitor\", \"asin\": \"\", \"price\": \"$179.99\", \"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\": \"2025-04-05T02:19:35.503Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:19:35.503Z
|
click_product
|
B07C5VG64V
|
rule
|
train
| 669 |
2025-04-05T02:19:35.503Z
|
click_product
|
B07C5VG64V
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
<|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": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"promotion_items": [{"title": "FSP Hydro G PRO 1000W Power Supply, 80 Plus Gold, ATX 3.0/PCIe 5.0, Full Modular (HG2-1000-G5T)", "asin": "B0CGGPBQYD", "price": "$169.99", "quantity": ""},
{"title": "FSP VITA GM 1000W Power Supply, 80 Plus Gold, ATX 3.1/PCIe 5.1, Full Modular (VITA-1000GM)", "asin": "B0DMQ48XKK", "price": "$159.99", "quantity": ""},
{"title": "Noctua NF-A20 FLX, Premium Quiet Fan, 3-Pin (200x30mm, Brown)", "asin": "B071PFLMFT", "price": "$32.95", "quantity": ""},
{"title": "Noctua NF-P12 redux-1700 PWM, High Performance Cooling Fan, 4-Pin, 1700 RPM (120mm, Grey)", "asin": "B07CG2PGY6", "price": "$15.95", "quantity": ""},
{"title": "Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)", "asin": "B07C5VG64V", "price": "$32.95", "quantity": ""},
{"title": "Noctua NF-A20 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (200x30mm, Black)", "asin": "B07ZP46RNR", "price": "$36.95", "quantity": ""},
{"title": "Noctua NH-D15 chromax.Black, Dual-Tower CPU Cooler (140mm, Black)", "asin": "B07Y87YHRH", "price": "", "quantity": ""},
{"title": "Noctua NH-U12S chromax.Black, 120mm Single-Tower CPU Cooler (Black)", "asin": "B07Y88BNYZ", "price": "", "quantity": ""},
{"title": "GAMEMAX 850W 80 Plus Gold Power Supply, ATX 3.0 & PCIE 5.0 Ready, 100% Japanese Capacitors, Fully Modular, ARGB SYNC, RGB-850 SE", "asin": "B0B1B1QZKP", "price": "", "quantity": ""},
{"title": "Cable Matters 2-Pack 3 Way 4 Pin PWM Fan Splitter Cable 12 Inches, PC Fan Splitter 1 to 3 Converter, PC Fan Extension Cable", "asin": "B07PXLHNZ6", "price": "$8.49", "quantity": ""},
{"title": "ZLKSKER 24 Pin to 14 Pin Power Supply Cable with Sleeve 12 Inches, 18AWG, ATX PSU Main Power Adapter Cord, Plug & Play for Lenovo IBM Dell A75 B75 Q75 Q77", "asin": "B07F66NQZV", "price": "$5.99", "quantity": ""},
{"title": "ARCTIC P12 Slim PWM PST - PC Fan, 120mm Case Fan with PWM Sharing Technology (PST), Pressure-optimised, Quiet Motor, Computer, Extra Slim, 300\u20132100 RPM - Black", "asin": "B08QDKGCCW", "price": "$9.99", "quantity": ""},
{"title": "AMD Ryzen 9 5900X 12-core, 24-Thread Unlocked Desktop Processor", "asin": "B08164VTWH", "price": "$260.45", "quantity": ""},
{"title": "Apple Pencil (USB-C): Device Compatibility Check Required - Pixel-Perfect Precision, Tilt Sensitivity, Perfect for Note-Taking, Drawing, and Signing Documents. Charges and Pairs with USB-C", "asin": "", "price": "$69.00", "quantity": ""},
{"title": "Anker Nano Charger, USB C GaN Charger 30W, PIQ 3.0 Foldable PPS Fast Charger for iPhone 16 / 15 and more series, Galaxy, iPad, Compatible with MagSafe", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "", "price": "$169.99", "quantity": ""},
{"title": "Apple Pencil Pro: Latest Model - Device Compatibility Check Required - Pixel-Perfect Precision, Tilt and Pressure Sensitivity, Perfect for Note-Taking, Drawing, and Art. Charges and Pairs Magnetically", "asin": "", "price": "$99.00", "quantity": ""},
{"title": "Nelko Label Maker Machine with Tape, P21 Bluetooth Label Printer, Wireless Mini Label Makers with Multiple Templates for Organizing Office Home, White", "asin": "", "price": "$19.98", "quantity": ""},
{"title": "Anker USB C Charger (Nano 65W), PPS 3-Port Fast Compact Foldable USB C Charger Block for MacBook, iPad Pro, Galaxy S24, iPhone 16 / 15 and more series", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Metapen Pencil A8 for Apple iPad 2018-2025, (2X Faster Charge), Tilt Sensitivity, Pixel Precision, Stylus Pen for iPad 11/10/9/8/7/6th Gen, Pro 12.9/11/13-inch M4, Air 3/4/5/M2/M3, Mini 5/6th, White", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Stylus (5 Pcs), 2-in-1 Stylus Pen for Touch Screen, High Precision and Sensitivity, Suitable for iPhone/ipad/Android Tablets, Compatible with All Touch Screens (Black/White/Blue/Rose Gold/Silver)", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "LISEN Tablet Stand for iPad Stand Holder Desk, Foldable Home Office Desk Accessories Travel for iPad Holder Dorm College Room Essentials Portable Monitor Stand Fits Tabs Kindle iPhone 4-15.9\" Black", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "", "price": "$279.99", "quantity": ""},
{"title": "Apple Pencil (2nd Generation): Device Compatibility Check Required - Pixel-Perfect Precision, Perfect for Note-Taking, Drawing, and Signing documents. Attaches, Charges, and Pairs magnetically.", "asin": "", "price": "$109.00", "quantity": ""},
{"title": "Anker iPhone 16 Charger, 2-Pack 20W Fast USB C Charger Block, for iPhone 16/16 Pro Max/15 Series/iPad Pro and More (Black, 2 Pack & 2 Cable)", "asin": "", "price": "$18.99", "quantity": ""},
{"title": "CloudValley Webcam Cover Slide[2-Pack], 0.023 Inch Ultra-Thin Metal Web Camera Cover for Macbook Pro, iMac, Laptop, PC, iPad Pro, iPhone 8/7/6 Plus, Protect Your Visual Privacy [Black]", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "Replacement Tips Compatible with Apple Pencil 2 Gen iPad Pro Pencil - iPencil Nib for iPad Pencil 1 st/Pencil 2 Gen White 4 Pack (White 4 Pack)", "asin": "", "price": "$4.99", "quantity": ""},
{"title": "CORSAIR RM1000x Fully Modular Low-Noise ATX Power Supply \u2013 ATX 3.1 Compliant \u2013 PCIe 5.1 Support \u2013 Cybenetics Gold Efficiency \u2013 Native 12V-2x6 Connector \u2013 Black", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "ASUS ROG Strix 1200W Gold Aura Edition (Fully Modular Power Supply, 80+ Gold Certified, ATX 3.0, Cybenetics Lambda A+ Certification, PCIe Gen 5.0 Ready, Axial-tech Fan, Aura Sync, 10 Year Warranty)", "asin": "", "price": "$226.33", "quantity": ""},
{"title": "ASUS ROG Strix B850-I Gaming WiFi AMD AM5 B850 Mini-ITX mITX Motherboard 10+2+1 Stages, DDR5, 2.5G LAN, WiFi 7, 2X M.2, PCIe\u00ae 5.0 x16, USB 20Gbps Type-C\u00ae, AI Overclocking, AI Networking II, Aura Sync", "asin": "", "price": "$299.99", "quantity": ""},
{"title": "Corsair HX1000i Fully Modular Ultra-Low Noise ATX Power Supply - ATX 3.0 & PCIe 5.0 Compliant - Fluid Dynamic Bearing Fan - CORSAIR iCUE Software Compatible - 80 Plus Platinum Efficiency - Black", "asin": "", "price": "$259.99", "quantity": ""},
{"title": "Montech Titan PLA 1000W High-End ATX Gaming Power Supply - 80 Plus Platinum & Cybenetics Platinum - Fully Modular - ATX 3.1 & PCIe 5.1 Ready -10 Years Coverage - White", "asin": "", "price": "$254.93", "quantity": ""},
{"title": "Thermaltake Toughpower GF3 Snow Edition 1200W 80+ Gold Full Modular SLI/Crossfire Ready ATX 3.0 Power Supply PCIe Gen.5 600W 12VHPWR Connector Included PS-TPD-1200FNFAGU-N 10 Year Warranty", "asin": "", "price": "$169.99", "quantity": ""},
{"title": "Vetroo 1000W White Power Supply ATX 3.0 Ready Dual PCIe 5.0, 80 Plus Gold Full Modular, Japanese 105\u00b0C Capacitors, Eco Mode with 120mm FDB Fan, Compact Size, 10 Year Warranty for Gaming PC", "asin": "", "price": "$134.99", "quantity": ""},
{"title": "ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\u00ae 5.0, Q-Release Slim, USB4\u00ae, AI OCing & Networking", "asin": "", "price": "$299.99", "quantity": ""},
{"title": "ASUS ROG Hyperion GR701 EATX Full-Tower Computer case with semi-Open Structure, Tool-Free Side Panels, Supports up to 2 x 420mm radiators, Built-in Graphics Card Holder,2X Front Panel Type-C", "asin": "", "price": "$481.99", "quantity": ""},
{"title": "Noctua NF-A9x14 HS-PWM chromax.Black.swap, Premium Quiet Slim Fan, 4-Pin (92x14mm, Black)", "asin": "", "price": "$21.95", "quantity": ""},
{"title": "G.SKILL Flare X5 Series (AMD Expo) DDR5 RAM 64GB (2x32GB) 6000MT/s CL30-40-40-96 1.40V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3040G32GX2-FX5)", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "ARCTIC Liquid Freezer III 280 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\u20131700 RPM, LGA1851 and LGA1700 Contact Frame - Black", "asin": "", "price": "$111.99", "quantity": ""},
{"title": "GAMEMAX Rampage Series 1050W ATX 3.1 & PCIe 5.1 80 Plus Platinum Certified Fully Modular Power Supply, 135mm F.D.B Fan, 105\u00b0C Japanese Caps, 10 Year Warranty, GX1050, White", "asin": "", "price": "$159.99", "quantity": ""},
{"title": "ASRock Steel Legend SL-1000GW 1000W 80 Plus Gold & Cybenetics Platinum Full Modular Power Supply ATX3.1 PCIe5.1 Ready with Dual Color 12V-2x6 Cable 10 Years Warranty White Edition Japanese Capacitor", "asin": "", "price": "$179.99", "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": "2025-04-05T02:19:35.503Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:19:35.503Z\",\"action\": \"click_product\",\"acion_argument\": \"B07C5VG64V\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:19:35.503Z\",\"action\": \"click_product\",\"acion_argument\": \"B07C5VG64V\",}</answer>",
"index": 669,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"FSP Hydro G PRO 1000W Power Supply, 80 Plus Gold, ATX 3.0/PCIe 5.0, Full Modular (HG2-1000-G5T)\", \"asin\": \"B0CGGPBQYD\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"FSP VITA GM 1000W Power Supply, 80 Plus Gold, ATX 3.1/PCIe 5.1, Full Modular (VITA-1000GM)\", \"asin\": \"B0DMQ48XKK\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A20 FLX, Premium Quiet Fan, 3-Pin (200x30mm, Brown)\", \"asin\": \"B071PFLMFT\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-P12 redux-1700 PWM, High Performance Cooling Fan, 4-Pin, 1700 RPM (120mm, Grey)\", \"asin\": \"B07CG2PGY6\", \"price\": \"$15.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\", \"asin\": \"B07C5VG64V\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A20 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (200x30mm, Black)\", \"asin\": \"B07ZP46RNR\", \"price\": \"$36.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-D15 chromax.Black, Dual-Tower CPU Cooler (140mm, Black)\", \"asin\": \"B07Y87YHRH\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-U12S chromax.Black, 120mm Single-Tower CPU Cooler (Black)\", \"asin\": \"B07Y88BNYZ\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"GAMEMAX 850W 80 Plus Gold Power Supply, ATX 3.0 & PCIE 5.0 Ready, 100% Japanese Capacitors, Fully Modular, ARGB SYNC, RGB-850 SE\", \"asin\": \"B0B1B1QZKP\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack 3 Way 4 Pin PWM Fan Splitter Cable 12 Inches, PC Fan Splitter 1 to 3 Converter, PC Fan Extension Cable\", \"asin\": \"B07PXLHNZ6\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"ZLKSKER 24 Pin to 14 Pin Power Supply Cable with Sleeve 12 Inches, 18AWG, ATX PSU Main Power Adapter Cord, Plug & Play for Lenovo IBM Dell A75 B75 Q75 Q77\", \"asin\": \"B07F66NQZV\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC P12 Slim PWM PST - PC Fan, 120mm Case Fan with PWM Sharing Technology (PST), Pressure-optimised, Quiet Motor, Computer, Extra Slim, 300\\u20132100 RPM - Black\", \"asin\": \"B08QDKGCCW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 9 5900X 12-core, 24-Thread Unlocked Desktop Processor\", \"asin\": \"B08164VTWH\", \"price\": \"$260.45\", \"quantity\": \"\"},\n{\"title\": \"Apple Pencil (USB-C): Device Compatibility Check Required - Pixel-Perfect Precision, Tilt Sensitivity, Perfect for Note-Taking, Drawing, and Signing Documents. Charges and Pairs with USB-C\", \"asin\": \"\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Anker Nano Charger, USB C GaN Charger 30W, PIQ 3.0 Foldable PPS Fast Charger for iPhone 16 / 15 and more series, Galaxy, iPad, Compatible with MagSafe\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Apple Pencil Pro: Latest Model - Device Compatibility Check Required - Pixel-Perfect Precision, Tilt and Pressure Sensitivity, Perfect for Note-Taking, Drawing, and Art. Charges and Pairs Magnetically\", \"asin\": \"\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"Nelko Label Maker Machine with Tape, P21 Bluetooth Label Printer, Wireless Mini Label Makers with Multiple Templates for Organizing Office Home, White\", \"asin\": \"\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Anker USB C Charger (Nano 65W), PPS 3-Port Fast Compact Foldable USB C Charger Block for MacBook, iPad Pro, Galaxy S24, iPhone 16 / 15 and more series\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Metapen Pencil A8 for Apple iPad 2018-2025, (2X Faster Charge), Tilt Sensitivity, Pixel Precision, Stylus Pen for iPad 11/10/9/8/7/6th Gen, Pro 12.9/11/13-inch M4, Air 3/4/5/M2/M3, Mini 5/6th, White\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Stylus (5 Pcs), 2-in-1 Stylus Pen for Touch Screen, High Precision and Sensitivity, Suitable for iPhone/ipad/Android Tablets, Compatible with All Touch Screens (Black/White/Blue/Rose Gold/Silver)\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"LISEN Tablet Stand for iPad Stand Holder Desk, Foldable Home Office Desk Accessories Travel for iPad Holder Dorm College Room Essentials Portable Monitor Stand Fits Tabs Kindle iPhone 4-15.9\\\" Black\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"Apple Pencil (2nd Generation): Device Compatibility Check Required - Pixel-Perfect Precision, Perfect for Note-Taking, Drawing, and Signing documents. Attaches, Charges, and Pairs magnetically.\", \"asin\": \"\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"Anker iPhone 16 Charger, 2-Pack 20W Fast USB C Charger Block, for iPhone 16/16 Pro Max/15 Series/iPad Pro and More (Black, 2 Pack & 2 Cable)\", \"asin\": \"\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"CloudValley Webcam Cover Slide[2-Pack], 0.023 Inch Ultra-Thin Metal Web Camera Cover for Macbook Pro, iMac, Laptop, PC, iPad Pro, iPhone 8/7/6 Plus, Protect Your Visual Privacy [Black]\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Tips Compatible with Apple Pencil 2 Gen iPad Pro Pencil - iPencil Nib for iPad Pencil 1 st/Pencil 2 Gen White 4 Pack (White 4 Pack)\", \"asin\": \"\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR RM1000x Fully Modular Low-Noise ATX Power Supply \\u2013 ATX 3.1 Compliant \\u2013 PCIe 5.1 Support \\u2013 Cybenetics Gold Efficiency \\u2013 Native 12V-2x6 Connector \\u2013 Black\", \"asin\": \"\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix 1200W Gold Aura Edition (Fully Modular Power Supply, 80+ Gold Certified, ATX 3.0, Cybenetics Lambda A+ Certification, PCIe Gen 5.0 Ready, Axial-tech Fan, Aura Sync, 10 Year Warranty)\", \"asin\": \"\", \"price\": \"$226.33\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix B850-I Gaming WiFi AMD AM5 B850 Mini-ITX mITX Motherboard 10+2+1 Stages, DDR5, 2.5G LAN, WiFi 7, 2X M.2, PCIe\\u00ae 5.0 x16, USB 20Gbps Type-C\\u00ae, AI Overclocking, AI Networking II, Aura Sync\", \"asin\": \"\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Corsair HX1000i Fully Modular Ultra-Low Noise ATX Power Supply - ATX 3.0 & PCIe 5.0 Compliant - Fluid Dynamic Bearing Fan - CORSAIR iCUE Software Compatible - 80 Plus Platinum Efficiency - Black\", \"asin\": \"\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Montech Titan PLA 1000W High-End ATX Gaming Power Supply - 80 Plus Platinum & Cybenetics Platinum - Fully Modular - ATX 3.1 & PCIe 5.1 Ready -10 Years Coverage - White\", \"asin\": \"\", \"price\": \"$254.93\", \"quantity\": \"\"},\n{\"title\": \"Thermaltake Toughpower GF3 Snow Edition 1200W 80+ Gold Full Modular SLI/Crossfire Ready ATX 3.0 Power Supply PCIe Gen.5 600W 12VHPWR Connector Included PS-TPD-1200FNFAGU-N 10 Year Warranty\", \"asin\": \"\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Vetroo 1000W White Power Supply ATX 3.0 Ready Dual PCIe 5.0, 80 Plus Gold Full Modular, Japanese 105\\u00b0C Capacitors, Eco Mode with 120mm FDB Fan, Compact Size, 10 Year Warranty for Gaming PC\", \"asin\": \"\", \"price\": \"$134.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\\u00ae 5.0, Q-Release Slim, USB4\\u00ae, AI OCing & Networking\", \"asin\": \"\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Hyperion GR701 EATX Full-Tower Computer case with semi-Open Structure, Tool-Free Side Panels, Supports up to 2 x 420mm radiators, Built-in Graphics Card Holder,2X Front Panel Type-C\", \"asin\": \"\", \"price\": \"$481.99\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A9x14 HS-PWM chromax.Black.swap, Premium Quiet Slim Fan, 4-Pin (92x14mm, Black)\", \"asin\": \"\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"G.SKILL Flare X5 Series (AMD Expo) DDR5 RAM 64GB (2x32GB) 6000MT/s CL30-40-40-96 1.40V Desktop Computer Memory UDIMM - Matte Black (F5-6000J3040G32GX2-FX5)\", \"asin\": \"\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III 280 - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20131700 RPM, LGA1851 and LGA1700 Contact Frame - Black\", \"asin\": \"\", \"price\": \"$111.99\", \"quantity\": \"\"},\n{\"title\": \"GAMEMAX Rampage Series 1050W ATX 3.1 & PCIe 5.1 80 Plus Platinum Certified Fully Modular Power Supply, 135mm F.D.B Fan, 105\\u00b0C Japanese Caps, 10 Year Warranty, GX1050, White\", \"asin\": \"\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ASRock Steel Legend SL-1000GW 1000W 80 Plus Gold & Cybenetics Platinum Full Modular Power Supply ATX3.1 PCIe5.1 Ready with Dual Color 12V-2x6 Cable 10 Years Warranty White Edition Japanese Capacitor\", \"asin\": \"\", \"price\": \"$179.99\", \"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\": \"2025-04-05T02:19:35.503Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07C5VG64V\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\"},\n{\"price\": \"$32.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:19:51.901Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:19:51.901Z
|
click
|
page_related
|
rule
|
train
| 670 |
2025-04-05T02:19:51.901Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B07C5VG64V"},
{"title": "Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)"},
{"price": "$32.95"},
{"bullet_list": "Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:19:51.901Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:19:51.901Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:19:51.901Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 670,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07C5VG64V\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\"},\n{\"price\": \"$32.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:19:51.901Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07C5VG64V\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\"},\n{\"price\": \"$32.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:20:01.376Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:20:01.376Z
|
click
|
other
|
rule
|
train
| 671 |
2025-04-05T02:20:01.376Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "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": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B07C5VG64V"},
{"title": "Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)"},
{"price": "$32.95"},
{"bullet_list": "Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:20:01.376Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:20:01.376Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:20:01.376Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 671,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07C5VG64V\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\"},\n{\"price\": \"$32.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:20:01.376Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07C5VG64V\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\"},\n{\"price\": \"$32.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:20:03.189Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:20:03.189Z
|
click
|
other
|
rule
|
train
| 672 |
2025-04-05T02:20:03.189Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "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": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B07C5VG64V"},
{"title": "Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)"},
{"price": "$32.95"},
{"bullet_list": "Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:20:03.189Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:20:03.189Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:20:03.189Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 672,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07C5VG64V\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\"},\n{\"price\": \"$32.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:20:03.189Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07C5VG64V\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\"},\n{\"price\": \"$32.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:20:57.947Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:20:57.947Z
|
click
|
other
|
rule
|
train
| 673 |
2025-04-05T02:20:57.947Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "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": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B07C5VG64V"},
{"title": "Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)"},
{"price": "$32.95"},
{"bullet_list": "Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:20:57.947Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:20:57.947Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:20:57.947Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 673,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07C5VG64V\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\"},\n{\"price\": \"$32.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:20:57.947Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07C5VG64V\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\"},\n{\"price\": \"$32.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:21:18.459Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:21:18.459Z
|
click
|
quantity
|
rule
|
train
| 674 |
2025-04-05T02:21:18.459Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "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": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B07C5VG64V"},
{"title": "Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)"},
{"price": "$32.95"},
{"bullet_list": "Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:21:18.459Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:21:18.459Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:21:18.459Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 674,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07C5VG64V\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\"},\n{\"price\": \"$32.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:21:18.459Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07C5VG64V\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\"},\n{\"price\": \"$32.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:21:19.412Z\", // 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
|
2025-04-05T02:21:19.412Z
|
click
|
quantity
|
rule
|
train
| 675 |
2025-04-05T02:21:19.412Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "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": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B07C5VG64V"},
{"title": "Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)"},
{"price": "$32.95"},
{"bullet_list": "Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:21:19.412Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:21:19.412Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:21:19.412Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 675,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07C5VG64V\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\"},\n{\"price\": \"$32.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM fan headers, 2000rpm maximum speed (1700rpm with supplied Low-Noise Adaptor) Includes anti-vibration mounts, radiator gasket, fan screws, extension cable and y-cable for running two PWM fans on the same header\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:21:19.412Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09C6DQDNT\"},\n{\"title\": \"Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\"},\n{\"price\": \"$34.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM motherboard fan headers, 450-2000rpm speed range (near silent at idle, powerful under load) chromax.black.swap edition with swappable red, black, white, blue, yellow, grey and green anti-vibration pads for colour-customising (4 pads of each colour plus black anti-vibration gasket)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Einzelpack\"},\n{\"Style\": \"Single\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:22:42.161Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:22:42.161Z
|
click
|
page_related
|
rule
|
train
| 676 |
2025-04-05T02:22:42.161Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "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": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B09C6DQDNT"},
{"title": "Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)"},
{"price": "$34.95"},
{"bullet_list": "Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM motherboard fan headers, 450-2000rpm speed range (near silent at idle, powerful under load) chromax.black.swap edition with swappable red, black, white, blue, yellow, grey and green anti-vibration pads for colour-customising (4 pads of each colour plus black anti-vibration gasket)"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Einzelpack"},
{"Style": "Single"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:22:42.161Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:22:42.161Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:22:42.161Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 676,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09C6DQDNT\"},\n{\"title\": \"Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\"},\n{\"price\": \"$34.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM motherboard fan headers, 450-2000rpm speed range (near silent at idle, powerful under load) chromax.black.swap edition with swappable red, black, white, blue, yellow, grey and green anti-vibration pads for colour-customising (4 pads of each colour plus black anti-vibration gasket)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Einzelpack\"},\n{\"Style\": \"Single\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:22:42.161Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09C6DQDNT\"},\n{\"title\": \"Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\"},\n{\"price\": \"$34.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM motherboard fan headers, 450-2000rpm speed range (near silent at idle, powerful under load) chromax.black.swap edition with swappable red, black, white, blue, yellow, grey and green anti-vibration pads for colour-customising (4 pads of each colour plus black anti-vibration gasket)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Einzelpack\"},\n{\"Style\": \"Single\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:23:00.955Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:23:00.955Z
|
click
|
other
|
rule
|
train
| 677 |
2025-04-05T02:23:00.955Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "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": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B09C6DQDNT"},
{"title": "Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)"},
{"price": "$34.95"},
{"bullet_list": "Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM motherboard fan headers, 450-2000rpm speed range (near silent at idle, powerful under load) chromax.black.swap edition with swappable red, black, white, blue, yellow, grey and green anti-vibration pads for colour-customising (4 pads of each colour plus black anti-vibration gasket)"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Einzelpack"},
{"Style": "Single"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:23:00.955Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:23:00.955Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:23:00.955Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 677,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09C6DQDNT\"},\n{\"title\": \"Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\"},\n{\"price\": \"$34.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM motherboard fan headers, 450-2000rpm speed range (near silent at idle, powerful under load) chromax.black.swap edition with swappable red, black, white, blue, yellow, grey and green anti-vibration pads for colour-customising (4 pads of each colour plus black anti-vibration gasket)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Einzelpack\"},\n{\"Style\": \"Single\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:23:00.955Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09C6DQDNT\"},\n{\"title\": \"Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\"},\n{\"price\": \"$34.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM motherboard fan headers, 450-2000rpm speed range (near silent at idle, powerful under load) chromax.black.swap edition with swappable red, black, white, blue, yellow, grey and green anti-vibration pads for colour-customising (4 pads of each colour plus black anti-vibration gasket)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Einzelpack\"},\n{\"Style\": \"Single\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:23:08.335Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:23:08.335Z
|
click
|
other
|
rule
|
train
| 678 |
2025-04-05T02:23:08.335Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "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": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B09C6DQDNT"},
{"title": "Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)"},
{"price": "$34.95"},
{"bullet_list": "Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM motherboard fan headers, 450-2000rpm speed range (near silent at idle, powerful under load) chromax.black.swap edition with swappable red, black, white, blue, yellow, grey and green anti-vibration pads for colour-customising (4 pads of each colour plus black anti-vibration gasket)"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Einzelpack"},
{"Style": "Single"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:23:08.335Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:23:08.335Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:23:08.335Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 678,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09C6DQDNT\"},\n{\"title\": \"Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\"},\n{\"price\": \"$34.95\"},\n{\"bullet_list\": \"Premium quiet fan, 120x120x25mm, 12V, 4-pin PWM, max. 2000 RPM, max. 22.6 dB(A), >150,000 h MTTF Next-gen A-series design combines high airflow and high static pressure performance, ideal both as a case fan and for CPU coolers, watercooling radiators and AIO liquid cooling systems State-of-the-art engineering (AAO frame, Flow Acceleration Channels, record tight 0.5mm tip clearance) and construction (Sterrox LCP material, metal-reinforced hub, metal bearing shell, etc.) 4-pin PWM version for automatic speed control via 4-pin PWM motherboard fan headers, 450-2000rpm speed range (near silent at idle, powerful under load) chromax.black.swap edition with swappable red, black, white, blue, yellow, grey and green anti-vibration pads for colour-customising (4 pads of each colour plus black anti-vibration gasket)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Einzelpack\"},\n{\"Style\": \"Single\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:23:08.335Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09J91SVLF\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\"},\n{\"bullet_list\": \"Perfect upgrade for all-in-one water coolers with 360mm (3x 120mm) radiators, allows to significantly reduce noise levels and/or improve CPU temperatures by up to several degrees Award-winning, state-of-the-art NF-A12x25 PWM chromax.black.swap 120mm fans achieve significantly better performance-to-noise-efficiency than the stock fans bundled with most AIO Premium-grade, easy-to-apply NT-H2 thermal grease performs better than the compounds that are pre-applied to most AIO units Easy replacement of 120x25mm stock fans using the original screws thanks to the same standard form factor of the NF-A12x25mm fans, included anti-vibration gaskets for tighter seal NT-H2 3.5g package contains three NA-CW1 cleaning wipes to remove original paste, 3.5g tube is enough for several applications\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:24:47.508Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:24:47.508Z
|
purchase
|
B09J91SVLF
|
rule
|
train
| 679 |
2025-04-05T02:24:47.508Z
|
purchase
|
B09J91SVLF
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "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": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B09J91SVLF"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)"},
{"bullet_list": "Perfect upgrade for all-in-one water coolers with 360mm (3x 120mm) radiators, allows to significantly reduce noise levels and/or improve CPU temperatures by up to several degrees Award-winning, state-of-the-art NF-A12x25 PWM chromax.black.swap 120mm fans achieve significantly better performance-to-noise-efficiency than the stock fans bundled with most AIO Premium-grade, easy-to-apply NT-H2 thermal grease performs better than the compounds that are pre-applied to most AIO units Easy replacement of 120x25mm stock fans using the original screws thanks to the same standard form factor of the NF-A12x25mm fans, included anti-vibration gaskets for tighter seal NT-H2 3.5g package contains three NA-CW1 cleaning wipes to remove original paste, 3.5g tube is enough for several applications"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:24:47.508Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:24:47.508Z\",\"action\": \"purchase\",\"acion_argument\": \"B09J91SVLF\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:24:47.508Z\",\"action\": \"purchase\",\"acion_argument\": \"B09J91SVLF\",}</answer>",
"index": 679,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"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\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09J91SVLF\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\"},\n{\"bullet_list\": \"Perfect upgrade for all-in-one water coolers with 360mm (3x 120mm) radiators, allows to significantly reduce noise levels and/or improve CPU temperatures by up to several degrees Award-winning, state-of-the-art NF-A12x25 PWM chromax.black.swap 120mm fans achieve significantly better performance-to-noise-efficiency than the stock fans bundled with most AIO Premium-grade, easy-to-apply NT-H2 thermal grease performs better than the compounds that are pre-applied to most AIO units Easy replacement of 120x25mm stock fans using the original screws thanks to the same standard form factor of the NF-A12x25mm fans, included anti-vibration gaskets for tighter seal NT-H2 3.5g package contains three NA-CW1 cleaning wipes to remove original paste, 3.5g tube is enough for several applications\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:24:47.508Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\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\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black\", \"asin\": \"B00429N19W\", \"price\": \"$219.95\", \"quantity\": \"\"},\n{\"title\": \"for NIDEC A30108-10 TA450 115V 0.26/0.21A 12038 Cooling Fan,120X120X38mm Cabinet Cooling Fan, 50/60Hz axial Fan A30108-10 BTH Connector\", \"asin\": \"B0D676JZBP\", \"price\": \"$27.88\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A20 FLX, Premium Quiet Fan, 3-Pin (200x30mm, Brown)\", \"asin\": \"B071PFLMFT\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"3-Pin Fan Deceleration Line DGZZI Male-to-Female CPU Fan PWM Cable,Temperature Control Descending Speed line for Computer PC Case Fan RPM Connector Resistor Cable Fan Mute line\", \"asin\": \"B0B93LB81D\", \"price\": \"$5.55\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-P12 redux-1700 PWM, High Performance Cooling Fan, 4-Pin, 1700 RPM (120mm, Grey)\", \"asin\": \"B07CG2PGY6\", \"price\": \"$15.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\", \"asin\": \"B07C5VG64V\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-U9S, Premium CPU Cooler with NF-A9 92mm Fan (Brown)\", \"asin\": \"B00TBHYYFK\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"AC Infinity, Fan Speed Controller for 100 to 125V AC Axial Muffin Cooling Fans, Single Connector, for DIY Cooling Ventilation Exhaust Projects\", \"asin\": \"B00809BQZG\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Wathai DC 12V Cooler Case Fan 70mm x 70mm x 15mm 2Pin Brushless Cooling Fan High Performance 2Pack\", \"asin\": \"B07Q2LC6HK\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Apple Pencil (USB-C): Device Compatibility Check Required - Pixel-Perfect Precision, Tilt Sensitivity, Perfect for Note-Taking, Drawing, and Signing Documents. Charges and Pairs with USB-C\", \"asin\": \"\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Anker Nano Charger, USB C GaN Charger 30W, PIQ 3.0 Foldable PPS Fast Charger for iPhone 16 / 15 and more series, Galaxy, iPad, Compatible with MagSafe\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Apple Pencil Pro: Latest Model - Device Compatibility Check Required - Pixel-Perfect Precision, Tilt and Pressure Sensitivity, Perfect for Note-Taking, Drawing, and Art. Charges and Pairs Magnetically\", \"asin\": \"\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"Nelko Label Maker Machine with Tape, P21 Bluetooth Label Printer, Wireless Mini Label Makers with Multiple Templates for Organizing Office Home, White\", \"asin\": \"\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Anker USB C Charger (Nano 65W), PPS 3-Port Fast Compact Foldable USB C Charger Block for MacBook, iPad Pro, Galaxy S24, iPhone 16 / 15 and more series\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Metapen Pencil A8 for Apple iPad 2018-2025, (2X Faster Charge), Tilt Sensitivity, Pixel Precision, Stylus Pen for iPad 11/10/9/8/7/6th Gen, Pro 12.9/11/13-inch M4, Air 3/4/5/M2/M3, Mini 5/6th, White\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Stylus (5 Pcs), 2-in-1 Stylus Pen for Touch Screen, High Precision and Sensitivity, Suitable for iPhone/ipad/Android Tablets, Compatible with All Touch Screens (Black/White/Blue/Rose Gold/Silver)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LISEN Tablet Stand for iPad Stand Holder Desk, Foldable Home Office Desk Accessories Travel for iPad Holder Dorm College Room Essentials Portable Monitor Stand Fits Tabs Kindle iPhone 4-15.9\\\" Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Apple Pencil (2nd Generation): Device Compatibility Check Required - Pixel-Perfect Precision, Perfect for Note-Taking, Drawing, and Signing documents. Attaches, Charges, and Pairs magnetically.\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Anker iPhone 16 Charger, 2-Pack 20W Fast USB C Charger Block, for iPhone 16/16 Pro Max/15 Series/iPad Pro and More (Black, 2 Pack & 2 Cable)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"CloudValley Webcam Cover Slide[2-Pack], 0.023 Inch Ultra-Thin Metal Web Camera Cover for Macbook Pro, iMac, Laptop, PC, iPad Pro, iPhone 8/7/6 Plus, Protect Your Visual Privacy [Black]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Replacement Tips Compatible with Apple Pencil 2 Gen iPad Pro Pencil - iPencil Nib for iPad Pencil 1 st/Pencil 2 Gen White 4 Pack (White 4 Pack)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"NZXT Internal USB Hub 3 - AC-IUSBH-M3 - 4 Internal USB 2.0 Ports - 3M Dual Lock Tapes - Magnetic Body - Plug and Play\", \"asin\": \"\", \"price\": \"$27.06\", \"quantity\": \"\"},\n{\"title\": \"Samsung 2TB 990 EVO Plus Internal PCIe SSD Hard Drive MZ-V9S2T0B/AM\", \"asin\": \"\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG SSD 9100 PRO 2TB, PCIe 5.0x4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best for AI Computing, Gaming, and Heavy Duty Workstations (MZ VAP2T0B/AM)\", \"asin\": \"\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"NZXT Kraken 360 RGB - 360mm AIO CPU Liquid Cooler - RL-KR360-W1 - Customizable 1.54\\\" Square LCD Display for Images, Performance Metrics - High-Performance Pump - White\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2X0E\", \"asin\": \"\", \"price\": \"$148.99\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen\\u2122 7 9700X 8-Core, 16-Thread Unlocked Desktop Processor\", \"asin\": \"\", \"price\": \"$329.00\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III 360 A-RGB - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20132000 RPM, LGA1851 and LGA1700 Contact Frame - White\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Cooler Master 240 Atmos High Performance Close-Loop AIO Liquid Cooler, R9|i7 Dual Chamber Pump, Customize Cover, Sickleflow Edge PWM, aRGB Lighting, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Lian Li Strimer Wireless 24 Pin with Controller (PW24-1W-T) - Addressable RGB Power Extension Cable - 2.4 GHz Wireless Control - Wireless Controller Included and Required.\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Thermalright ASF-Black AM5 CPU Holder, Corrective Anti-Bending Fixing Frame, Full-Fit Fixed Non-Marking Mounter, AM5 Anti-Bending Contact Frame, CPU Cooler Standard\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Lian Li O11D EVO RGB E-ATX gaming dual chamber case - ARGB lighting strips - Up to 420mm radiator - Cable management - Front and side tempered glass panels - Reversible chassis (O11DERGBW.US)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Thermal Grizzly - Kryonaut - 1 Gram - Extremly High Performance Thermal Paste - for Demanding Applications and Overclocking CPU/GPU/PS4/PS5/Xbox\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Thermal Grizzly - Kryonaut Extreme - 2 Gram - Extremly High Performance Thermal Paste - for Maximum Thermal Conductivity While Overclocking CPU/GPU/PS4/PS5/Xbox\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A20 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (200x30mm, Black)\", \"asin\": \"B07ZP46RNR\", \"price\": \"$36.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-D15 chromax.Black, Dual-Tower CPU Cooler (140mm, Black)\", \"asin\": \"B07Y87YHRH\", \"price\": \"$119.95\", \"quantity\": \"\"},\n{\"title\": \"GDSTIME Dual Ball Bearings 120mm x 120mm x 25mm 5 inch 12v Brushless DC Cooling Exhaust Fan, For Desktop\", \"asin\": \"B00N1Y4BMA\", \"price\": \"$12.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:24:53.617Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:24:53.617Z
|
click
|
cart_side_bar
|
rule
|
train
| 680 |
2025-04-05T02:24:53.617Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
<|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": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"promotion_items": [{"title": "CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black", "asin": "B00429N19W", "price": "$219.95", "quantity": ""},
{"title": "for NIDEC A30108-10 TA450 115V 0.26/0.21A 12038 Cooling Fan,120X120X38mm Cabinet Cooling Fan, 50/60Hz axial Fan A30108-10 BTH Connector", "asin": "B0D676JZBP", "price": "$27.88", "quantity": ""},
{"title": "Noctua NF-A20 FLX, Premium Quiet Fan, 3-Pin (200x30mm, Brown)", "asin": "B071PFLMFT", "price": "$32.95", "quantity": ""},
{"title": "3-Pin Fan Deceleration Line DGZZI Male-to-Female CPU Fan PWM Cable,Temperature Control Descending Speed line for Computer PC Case Fan RPM Connector Resistor Cable Fan Mute line", "asin": "B0B93LB81D", "price": "$5.55", "quantity": ""},
{"title": "Noctua NF-P12 redux-1700 PWM, High Performance Cooling Fan, 4-Pin, 1700 RPM (120mm, Grey)", "asin": "B07CG2PGY6", "price": "$15.95", "quantity": ""},
{"title": "Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)", "asin": "B07C5VG64V", "price": "$32.95", "quantity": ""},
{"title": "Noctua NH-U9S, Premium CPU Cooler with NF-A9 92mm Fan (Brown)", "asin": "B00TBHYYFK", "price": "", "quantity": ""},
{"title": "AC Infinity, Fan Speed Controller for 100 to 125V AC Axial Muffin Cooling Fans, Single Connector, for DIY Cooling Ventilation Exhaust Projects", "asin": "B00809BQZG", "price": "", "quantity": ""},
{"title": "Wathai DC 12V Cooler Case Fan 70mm x 70mm x 15mm 2Pin Brushless Cooling Fan High Performance 2Pack", "asin": "B07Q2LC6HK", "price": "", "quantity": ""},
{"title": "Apple Pencil (USB-C): Device Compatibility Check Required - Pixel-Perfect Precision, Tilt Sensitivity, Perfect for Note-Taking, Drawing, and Signing Documents. Charges and Pairs with USB-C", "asin": "", "price": "$69.00", "quantity": ""},
{"title": "Anker Nano Charger, USB C GaN Charger 30W, PIQ 3.0 Foldable PPS Fast Charger for iPhone 16 / 15 and more series, Galaxy, iPad, Compatible with MagSafe", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "", "price": "$169.99", "quantity": ""},
{"title": "Apple Pencil Pro: Latest Model - Device Compatibility Check Required - Pixel-Perfect Precision, Tilt and Pressure Sensitivity, Perfect for Note-Taking, Drawing, and Art. Charges and Pairs Magnetically", "asin": "", "price": "$99.00", "quantity": ""},
{"title": "Nelko Label Maker Machine with Tape, P21 Bluetooth Label Printer, Wireless Mini Label Makers with Multiple Templates for Organizing Office Home, White", "asin": "", "price": "$19.98", "quantity": ""},
{"title": "Anker USB C Charger (Nano 65W), PPS 3-Port Fast Compact Foldable USB C Charger Block for MacBook, iPad Pro, Galaxy S24, iPhone 16 / 15 and more series", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Metapen Pencil A8 for Apple iPad 2018-2025, (2X Faster Charge), Tilt Sensitivity, Pixel Precision, Stylus Pen for iPad 11/10/9/8/7/6th Gen, Pro 12.9/11/13-inch M4, Air 3/4/5/M2/M3, Mini 5/6th, White", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Stylus (5 Pcs), 2-in-1 Stylus Pen for Touch Screen, High Precision and Sensitivity, Suitable for iPhone/ipad/Android Tablets, Compatible with All Touch Screens (Black/White/Blue/Rose Gold/Silver)", "asin": "", "price": "", "quantity": ""},
{"title": "LISEN Tablet Stand for iPad Stand Holder Desk, Foldable Home Office Desk Accessories Travel for iPad Holder Dorm College Room Essentials Portable Monitor Stand Fits Tabs Kindle iPhone 4-15.9\" Black", "asin": "", "price": "", "quantity": ""},
{"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "", "price": "", "quantity": ""},
{"title": "Apple Pencil (2nd Generation): Device Compatibility Check Required - Pixel-Perfect Precision, Perfect for Note-Taking, Drawing, and Signing documents. Attaches, Charges, and Pairs magnetically.", "asin": "", "price": "", "quantity": ""},
{"title": "Anker iPhone 16 Charger, 2-Pack 20W Fast USB C Charger Block, for iPhone 16/16 Pro Max/15 Series/iPad Pro and More (Black, 2 Pack & 2 Cable)", "asin": "", "price": "", "quantity": ""},
{"title": "CloudValley Webcam Cover Slide[2-Pack], 0.023 Inch Ultra-Thin Metal Web Camera Cover for Macbook Pro, iMac, Laptop, PC, iPad Pro, iPhone 8/7/6 Plus, Protect Your Visual Privacy [Black]", "asin": "", "price": "", "quantity": ""},
{"title": "Replacement Tips Compatible with Apple Pencil 2 Gen iPad Pro Pencil - iPencil Nib for iPad Pencil 1 st/Pencil 2 Gen White 4 Pack (White 4 Pack)", "asin": "", "price": "", "quantity": ""},
{"title": "NZXT Internal USB Hub 3 - AC-IUSBH-M3 - 4 Internal USB 2.0 Ports - 3M Dual Lock Tapes - Magnetic Body - Plug and Play", "asin": "", "price": "$27.06", "quantity": ""},
{"title": "Samsung 2TB 990 EVO Plus Internal PCIe SSD Hard Drive MZ-V9S2T0B/AM", "asin": "", "price": "$139.99", "quantity": ""},
{"title": "SAMSUNG SSD 9100 PRO 2TB, PCIe 5.0x4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best for AI Computing, Gaming, and Heavy Duty Workstations (MZ VAP2T0B/AM)", "asin": "", "price": "$299.99", "quantity": ""},
{"title": "NZXT Kraken 360 RGB - 360mm AIO CPU Liquid Cooler - RL-KR360-W1 - Customizable 1.54\" Square LCD Display for Images, Performance Metrics - High-Performance Pump - White", "asin": "", "price": "$219.99", "quantity": ""},
{"title": "WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2X0E", "asin": "", "price": "$148.99", "quantity": ""},
{"title": "AMD Ryzen\u2122 7 9700X 8-Core, 16-Thread Unlocked Desktop Processor", "asin": "", "price": "$329.00", "quantity": ""},
{"title": "ARCTIC Liquid Freezer III 360 A-RGB - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\u20132000 RPM, LGA1851 and LGA1700 Contact Frame - White", "asin": "", "quantity": ""},
{"title": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "", "price": "", "quantity": ""},
{"title": "Cooler Master 240 Atmos High Performance Close-Loop AIO Liquid Cooler, R9|i7 Dual Chamber Pump, Customize Cover, Sickleflow Edge PWM, aRGB Lighting, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform", "asin": "", "price": "", "quantity": ""},
{"title": "Lian Li Strimer Wireless 24 Pin with Controller (PW24-1W-T) - Addressable RGB Power Extension Cable - 2.4 GHz Wireless Control - Wireless Controller Included and Required.", "asin": "", "price": "", "quantity": ""},
{"title": "Thermalright ASF-Black AM5 CPU Holder, Corrective Anti-Bending Fixing Frame, Full-Fit Fixed Non-Marking Mounter, AM5 Anti-Bending Contact Frame, CPU Cooler Standard", "asin": "", "price": "", "quantity": ""},
{"title": "Lian Li O11D EVO RGB E-ATX gaming dual chamber case - ARGB lighting strips - Up to 420mm radiator - Cable management - Front and side tempered glass panels - Reversible chassis (O11DERGBW.US)", "asin": "", "price": "", "quantity": ""},
{"title": "Thermal Grizzly - Kryonaut - 1 Gram - Extremly High Performance Thermal Paste - for Demanding Applications and Overclocking CPU/GPU/PS4/PS5/Xbox", "asin": "", "price": "", "quantity": ""},
{"title": "Thermal Grizzly - Kryonaut Extreme - 2 Gram - Extremly High Performance Thermal Paste - for Maximum Thermal Conductivity While Overclocking CPU/GPU/PS4/PS5/Xbox", "asin": "", "price": "", "quantity": ""},
{"title": "Noctua NF-A20 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (200x30mm, Black)", "asin": "B07ZP46RNR", "price": "$36.95", "quantity": ""},
{"title": "Noctua NH-D15 chromax.Black, Dual-Tower CPU Cooler (140mm, Black)", "asin": "B07Y87YHRH", "price": "$119.95", "quantity": ""},
{"title": "GDSTIME Dual Ball Bearings 120mm x 120mm x 25mm 5 inch 12v Brushless DC Cooling Exhaust Fan, For Desktop", "asin": "B00N1Y4BMA", "price": "$12.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:24:53.617Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:24:53.617Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:24:53.617Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 680,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\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\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"CyberPower CP1500PFCLCD PFC Sinewave UPS System, 1500VA/1000W, 12 Outlets, AVR, Mini Tower,Black\", \"asin\": \"B00429N19W\", \"price\": \"$219.95\", \"quantity\": \"\"},\n{\"title\": \"for NIDEC A30108-10 TA450 115V 0.26/0.21A 12038 Cooling Fan,120X120X38mm Cabinet Cooling Fan, 50/60Hz axial Fan A30108-10 BTH Connector\", \"asin\": \"B0D676JZBP\", \"price\": \"$27.88\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A20 FLX, Premium Quiet Fan, 3-Pin (200x30mm, Brown)\", \"asin\": \"B071PFLMFT\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"3-Pin Fan Deceleration Line DGZZI Male-to-Female CPU Fan PWM Cable,Temperature Control Descending Speed line for Computer PC Case Fan RPM Connector Resistor Cable Fan Mute line\", \"asin\": \"B0B93LB81D\", \"price\": \"$5.55\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-P12 redux-1700 PWM, High Performance Cooling Fan, 4-Pin, 1700 RPM (120mm, Grey)\", \"asin\": \"B07CG2PGY6\", \"price\": \"$15.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A12x25 PWM, Premium Quiet Fan, 4-Pin (120mm, Brown)\", \"asin\": \"B07C5VG64V\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-U9S, Premium CPU Cooler with NF-A9 92mm Fan (Brown)\", \"asin\": \"B00TBHYYFK\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"AC Infinity, Fan Speed Controller for 100 to 125V AC Axial Muffin Cooling Fans, Single Connector, for DIY Cooling Ventilation Exhaust Projects\", \"asin\": \"B00809BQZG\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Wathai DC 12V Cooler Case Fan 70mm x 70mm x 15mm 2Pin Brushless Cooling Fan High Performance 2Pack\", \"asin\": \"B07Q2LC6HK\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Apple Pencil (USB-C): Device Compatibility Check Required - Pixel-Perfect Precision, Tilt Sensitivity, Perfect for Note-Taking, Drawing, and Signing Documents. Charges and Pairs with USB-C\", \"asin\": \"\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Anker Nano Charger, USB C GaN Charger 30W, PIQ 3.0 Foldable PPS Fast Charger for iPhone 16 / 15 and more series, Galaxy, iPad, Compatible with MagSafe\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Apple Pencil Pro: Latest Model - Device Compatibility Check Required - Pixel-Perfect Precision, Tilt and Pressure Sensitivity, Perfect for Note-Taking, Drawing, and Art. Charges and Pairs Magnetically\", \"asin\": \"\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"Nelko Label Maker Machine with Tape, P21 Bluetooth Label Printer, Wireless Mini Label Makers with Multiple Templates for Organizing Office Home, White\", \"asin\": \"\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Anker USB C Charger (Nano 65W), PPS 3-Port Fast Compact Foldable USB C Charger Block for MacBook, iPad Pro, Galaxy S24, iPhone 16 / 15 and more series\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Metapen Pencil A8 for Apple iPad 2018-2025, (2X Faster Charge), Tilt Sensitivity, Pixel Precision, Stylus Pen for iPad 11/10/9/8/7/6th Gen, Pro 12.9/11/13-inch M4, Air 3/4/5/M2/M3, Mini 5/6th, White\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Stylus (5 Pcs), 2-in-1 Stylus Pen for Touch Screen, High Precision and Sensitivity, Suitable for iPhone/ipad/Android Tablets, Compatible with All Touch Screens (Black/White/Blue/Rose Gold/Silver)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LISEN Tablet Stand for iPad Stand Holder Desk, Foldable Home Office Desk Accessories Travel for iPad Holder Dorm College Room Essentials Portable Monitor Stand Fits Tabs Kindle iPhone 4-15.9\\\" Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Apple Pencil (2nd Generation): Device Compatibility Check Required - Pixel-Perfect Precision, Perfect for Note-Taking, Drawing, and Signing documents. Attaches, Charges, and Pairs magnetically.\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Anker iPhone 16 Charger, 2-Pack 20W Fast USB C Charger Block, for iPhone 16/16 Pro Max/15 Series/iPad Pro and More (Black, 2 Pack & 2 Cable)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"CloudValley Webcam Cover Slide[2-Pack], 0.023 Inch Ultra-Thin Metal Web Camera Cover for Macbook Pro, iMac, Laptop, PC, iPad Pro, iPhone 8/7/6 Plus, Protect Your Visual Privacy [Black]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Replacement Tips Compatible with Apple Pencil 2 Gen iPad Pro Pencil - iPencil Nib for iPad Pencil 1 st/Pencil 2 Gen White 4 Pack (White 4 Pack)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"NZXT Internal USB Hub 3 - AC-IUSBH-M3 - 4 Internal USB 2.0 Ports - 3M Dual Lock Tapes - Magnetic Body - Plug and Play\", \"asin\": \"\", \"price\": \"$27.06\", \"quantity\": \"\"},\n{\"title\": \"Samsung 2TB 990 EVO Plus Internal PCIe SSD Hard Drive MZ-V9S2T0B/AM\", \"asin\": \"\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG SSD 9100 PRO 2TB, PCIe 5.0x4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best for AI Computing, Gaming, and Heavy Duty Workstations (MZ VAP2T0B/AM)\", \"asin\": \"\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"NZXT Kraken 360 RGB - 360mm AIO CPU Liquid Cooler - RL-KR360-W1 - Customizable 1.54\\\" Square LCD Display for Images, Performance Metrics - High-Performance Pump - White\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2X0E\", \"asin\": \"\", \"price\": \"$148.99\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen\\u2122 7 9700X 8-Core, 16-Thread Unlocked Desktop Processor\", \"asin\": \"\", \"price\": \"$329.00\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC Liquid Freezer III 360 A-RGB - CPU AIO Water Cooler, Water Cooling PC, Intel & AMD, Efficient PWM-Controlled Pump, Fan: 200\\u20132000 RPM, LGA1851 and LGA1700 Contact Frame - White\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Cooler Master 240 Atmos High Performance Close-Loop AIO Liquid Cooler, R9|i7 Dual Chamber Pump, Customize Cover, Sickleflow Edge PWM, aRGB Lighting, AMD Ryzen AM5|4, Intel LGA 1851|1700 Platform\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Lian Li Strimer Wireless 24 Pin with Controller (PW24-1W-T) - Addressable RGB Power Extension Cable - 2.4 GHz Wireless Control - Wireless Controller Included and Required.\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Thermalright ASF-Black AM5 CPU Holder, Corrective Anti-Bending Fixing Frame, Full-Fit Fixed Non-Marking Mounter, AM5 Anti-Bending Contact Frame, CPU Cooler Standard\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Lian Li O11D EVO RGB E-ATX gaming dual chamber case - ARGB lighting strips - Up to 420mm radiator - Cable management - Front and side tempered glass panels - Reversible chassis (O11DERGBW.US)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Thermal Grizzly - Kryonaut - 1 Gram - Extremly High Performance Thermal Paste - for Demanding Applications and Overclocking CPU/GPU/PS4/PS5/Xbox\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Thermal Grizzly - Kryonaut Extreme - 2 Gram - Extremly High Performance Thermal Paste - for Maximum Thermal Conductivity While Overclocking CPU/GPU/PS4/PS5/Xbox\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A20 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (200x30mm, Black)\", \"asin\": \"B07ZP46RNR\", \"price\": \"$36.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-D15 chromax.Black, Dual-Tower CPU Cooler (140mm, Black)\", \"asin\": \"B07Y87YHRH\", \"price\": \"$119.95\", \"quantity\": \"\"},\n{\"title\": \"GDSTIME Dual Ball Bearings 120mm x 120mm x 25mm 5 inch 12v Brushless DC Cooling Exhaust Fan, For Desktop\", \"asin\": \"B00N1Y4BMA\", \"price\": \"$12.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:24:53.617Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix B850-I Gaming WiFi AMD AM5 B850 Mini-ITX mITX Motherboard 10+2+1 Stages, DDR5, 2.5G LAN, WiFi 7, 2X M.2, PCIe\\u00ae 5.0 x16, USB 20Gbps Type-C\\u00ae, AI Overclocking, AI Networking II, Aura Sync\", \"asin\": \"B0DHCQ1MPZ\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\\u00ae 5.0, Q-Release Slim, USB4\\u00ae, AI OCing & Networking\", \"asin\": \"B0DF12WKQY\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\", \"asin\": \"B09C6DQDNT\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"GIGABYTE X870 AORUS Elite WIFI7 ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty\", \"asin\": \"B0DGVGRVLQ\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"G.SKILL Trident Z5 RGB Series (Intel XMP 3.0) DDR5 RAM 64GB (2x32GB) 6400MT/s CL32-39-39-102 1.40V Desktop Computer Memory UDIMM - Matte Black (F5-6400J3239G32GX2-TZ5RK)\", \"asin\": \"B0BJ7X9P1W\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0DKFMSMYK\", \"price\": \"$479.00\", \"quantity\": \"\"},\n{\"title\": \"WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2X0E\", \"asin\": \"B0B7CMZ3QH\", \"price\": \"$148.99\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 7 7800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0BTZB7F88\", \"price\": \"$409.00\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 9 7900X 12-Core, 24-Thread Unlocked Desktop Processor\", \"asin\": \"B0BBJ59WJ4\", \"price\": \"$336.16\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix B650E-I Gaming WiFi AMD B650 AM5 Ryzen\\u2122 Desktop 9000 8000 & 7000 Mini-ITX mITX Motherboard, 10+2 Power Stages, DDR5, 2X M.2 Slot, PCIe\\u00ae 5.0, 2.5G LAN, WiFi 6E, USB 3.2 Gen 2x2 Type-C\", \"asin\": \"B0BP9LJBP8\", \"price\": \"$305.00\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG STRIX X870-I GAMING WIFI AMD AM5 X870 Mini ITX motherboard 10+2+1 power stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi7, 2x M.2, PCIe\\u00ae5.0, Q-Release Slim, USB4, AI OCing & Networking\", \"asin\": \"B0DDZWJ1KX\", \"price\": \"$449.99\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-D15 chromax.Black CPU Cooler with NA-HC4 chromax.White Heatsink Covers\", \"asin\": \"B09GYM2BP7\", \"price\": \"$134.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-D15 chromax.Black CPU Cooler with NA-HC3 chromax.Black.swap Heatsink Covers\", \"asin\": \"B09GYK3QR4\", \"price\": \"$134.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"delivery\": \"Delivery Thu, Apr 10\", \"selected\": true, \"options\": []},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"}, {\"Size\": \"1000 Watts\"}]},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"32GB (2x16GB)\"}, {\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"}, {\"Color\": \"Silver\"}]}],\n\"saved_items\": [{\"title\": \"AMD Ryzen 9 9950X3D 16-Core Processor\", \"asin\": \"B0DVZSG8D5\", \"options\": []},\n{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:25:12.725Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:25:12.725Z
|
click_product
|
B09J91SVLF
|
rule
|
train
| 681 |
2025-04-05T02:25:12.725Z
|
click_product
|
B09J91SVLF
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": ""},
{"title": "ASUS ROG Strix B850-I Gaming WiFi AMD AM5 B850 Mini-ITX mITX Motherboard 10+2+1 Stages, DDR5, 2.5G LAN, WiFi 7, 2X M.2, PCIe\u00ae 5.0 x16, USB 20Gbps Type-C\u00ae, AI Overclocking, AI Networking II, Aura Sync", "asin": "B0DHCQ1MPZ", "price": "$299.99", "quantity": ""},
{"title": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "B07L9BDY3T", "price": "$6.99", "quantity": ""},
{"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "B0CHGT1KFJ", "price": "$279.99", "quantity": ""},
{"title": "ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\u00ae 5.0, Q-Release Slim, USB4\u00ae, AI OCing & Networking", "asin": "B0DF12WKQY", "price": "$299.99", "quantity": ""},
{"title": "Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)", "asin": "B09C6DQDNT", "price": "$34.95", "quantity": ""},
{"title": "GIGABYTE X870 AORUS Elite WIFI7 ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty", "asin": "B0DGVGRVLQ", "price": "$289.99", "quantity": ""},
{"title": "G.SKILL Trident Z5 RGB Series (Intel XMP 3.0) DDR5 RAM 64GB (2x32GB) 6400MT/s CL32-39-39-102 1.40V Desktop Computer Memory UDIMM - Matte Black (F5-6400J3239G32GX2-TZ5RK)", "asin": "B0BJ7X9P1W", "price": "$209.99", "quantity": ""},
{"title": "AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor", "asin": "B0DKFMSMYK", "price": "$479.00", "quantity": ""},
{"title": "WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2X0E", "asin": "B0B7CMZ3QH", "price": "$148.99", "quantity": ""},
{"title": "AMD Ryzen 7 7800X3D 8-Core, 16-Thread Desktop Processor", "asin": "B0BTZB7F88", "price": "$409.00", "quantity": ""},
{"title": "AMD Ryzen 9 7900X 12-Core, 24-Thread Unlocked Desktop Processor", "asin": "B0BBJ59WJ4", "price": "$336.16", "quantity": ""},
{"title": "ASUS ROG Strix B650E-I Gaming WiFi AMD B650 AM5 Ryzen\u2122 Desktop 9000 8000 & 7000 Mini-ITX mITX Motherboard, 10+2 Power Stages, DDR5, 2X M.2 Slot, PCIe\u00ae 5.0, 2.5G LAN, WiFi 6E, USB 3.2 Gen 2x2 Type-C", "asin": "B0BP9LJBP8", "price": "$305.00", "quantity": ""},
{"title": "ASUS ROG STRIX X870-I GAMING WIFI AMD AM5 X870 Mini ITX motherboard 10+2+1 power stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi7, 2x M.2, PCIe\u00ae5.0, Q-Release Slim, USB4, AI OCing & Networking", "asin": "B0DDZWJ1KX", "price": "$449.99", "quantity": ""},
{"title": "Noctua NH-D15 chromax.Black CPU Cooler with NA-HC4 chromax.White Heatsink Covers", "asin": "B09GYM2BP7", "price": "$134.95", "quantity": ""},
{"title": "Noctua NH-D15 chromax.Black CPU Cooler with NA-HC3 chromax.Black.swap Heatsink Covers", "asin": "B09GYK3QR4", "price": "$134.95", "quantity": ""}],
"active_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "delivery": "Delivery Thu, Apr 10", "selected": true, "options": []},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "delivery": "One-Day FREE delivery Tomorrow, Apr 5 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "SF (ATX 3.1 & PCIe 5.1)"}, {"Size": "1000 Watts"}]},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "delivery": "One-Day FREE delivery Tomorrow, Apr 5 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "32GB (2x16GB)"}, {"Style": "DDR5-6000 28-36-36-96 1.40V"}, {"Color": "Silver"}]}],
"saved_items": [{"title": "AMD Ryzen 9 9950X3D 16-Core Processor", "asin": "B0DVZSG8D5", "options": []},
{"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "options": [{"Style": "Labels"}]},
{"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:25:12.725Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:25:12.725Z\",\"action\": \"click_product\",\"acion_argument\": \"B09J91SVLF\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:25:12.725Z\",\"action\": \"click_product\",\"acion_argument\": \"B09J91SVLF\",}</answer>",
"index": 681,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix B850-I Gaming WiFi AMD AM5 B850 Mini-ITX mITX Motherboard 10+2+1 Stages, DDR5, 2.5G LAN, WiFi 7, 2X M.2, PCIe\\u00ae 5.0 x16, USB 20Gbps Type-C\\u00ae, AI Overclocking, AI Networking II, Aura Sync\", \"asin\": \"B0DHCQ1MPZ\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive\", \"asin\": \"B07L9BDY3T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black\", \"asin\": \"B0CHGT1KFJ\", \"price\": \"$279.99\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\\u00ae 5.0, Q-Release Slim, USB4\\u00ae, AI OCing & Networking\", \"asin\": \"B0DF12WKQY\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Noctua NF-A12x25 PWM chromax.Black.swap, Premium Quiet Fan, 4-Pin (120mm, Black)\", \"asin\": \"B09C6DQDNT\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"GIGABYTE X870 AORUS Elite WIFI7 ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty\", \"asin\": \"B0DGVGRVLQ\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"G.SKILL Trident Z5 RGB Series (Intel XMP 3.0) DDR5 RAM 64GB (2x32GB) 6400MT/s CL32-39-39-102 1.40V Desktop Computer Memory UDIMM - Matte Black (F5-6400J3239G32GX2-TZ5RK)\", \"asin\": \"B0BJ7X9P1W\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0DKFMSMYK\", \"price\": \"$479.00\", \"quantity\": \"\"},\n{\"title\": \"WD_BLACK 2TB SN850X NVMe Internal Gaming SSD Solid State Drive - Gen4 PCIe, M.2 2280, Up to 7,300 MB/s - WDS200T2X0E\", \"asin\": \"B0B7CMZ3QH\", \"price\": \"$148.99\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 7 7800X3D 8-Core, 16-Thread Desktop Processor\", \"asin\": \"B0BTZB7F88\", \"price\": \"$409.00\", \"quantity\": \"\"},\n{\"title\": \"AMD Ryzen 9 7900X 12-Core, 24-Thread Unlocked Desktop Processor\", \"asin\": \"B0BBJ59WJ4\", \"price\": \"$336.16\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG Strix B650E-I Gaming WiFi AMD B650 AM5 Ryzen\\u2122 Desktop 9000 8000 & 7000 Mini-ITX mITX Motherboard, 10+2 Power Stages, DDR5, 2X M.2 Slot, PCIe\\u00ae 5.0, 2.5G LAN, WiFi 6E, USB 3.2 Gen 2x2 Type-C\", \"asin\": \"B0BP9LJBP8\", \"price\": \"$305.00\", \"quantity\": \"\"},\n{\"title\": \"ASUS ROG STRIX X870-I GAMING WIFI AMD AM5 X870 Mini ITX motherboard 10+2+1 power stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi7, 2x M.2, PCIe\\u00ae5.0, Q-Release Slim, USB4, AI OCing & Networking\", \"asin\": \"B0DDZWJ1KX\", \"price\": \"$449.99\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-D15 chromax.Black CPU Cooler with NA-HC4 chromax.White Heatsink Covers\", \"asin\": \"B09GYM2BP7\", \"price\": \"$134.95\", \"quantity\": \"\"},\n{\"title\": \"Noctua NH-D15 chromax.Black CPU Cooler with NA-HC3 chromax.Black.swap Heatsink Covers\", \"asin\": \"B09GYK3QR4\", \"price\": \"$134.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"delivery\": \"Delivery Thu, Apr 10\", \"selected\": true, \"options\": []},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"SF (ATX 3.1 & PCIe 5.1)\"}, {\"Size\": \"1000 Watts\"}]},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"32GB (2x16GB)\"}, {\"Style\": \"DDR5-6000 28-36-36-96 1.40V\"}, {\"Color\": \"Silver\"}]}],\n\"saved_items\": [{\"title\": \"AMD Ryzen 9 9950X3D 16-Core Processor\", \"asin\": \"B0DVZSG8D5\", \"options\": []},\n{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:25:12.725Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n{\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09J91SVLF\"},\n{\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\"},\n{\"bullet_list\": \"\\u5b8c\\u7f8e\\u5347\\u7ea7\\u4e00\\u4f53\\u5f0f\\u6c34\\u51b7\\u5668\\uff0c\\u914d\\u5907 360 \\u6beb\\u7c73\\uff083x 120 \\u6beb\\u7c73\\uff09\\u6563\\u70ed\\u5668\\uff0c\\u53ef\\u663e\\u8457\\u964d\\u4f4e\\u566a\\u97f3\\u6c34\\u5e73\\u548c/\\u6216\\u5c06 CPU \\u6e29\\u5ea6\\u63d0\\u9ad8\\u51e0\\u5ea6 \\u5c61\\u83b7\\u6b8a\\u8363\\u7684\\u5148\\u8fdb NF-A12x25 PWM chromax.black.swap 120mm \\u98ce\\u6247\\u7684\\u6027\\u80fd\\u566a\\u97f3\\u6548\\u7387\\u660e\\u663e\\u4f18\\u4e8e\\u5927\\u591a\\u6570 AIO \\u9644\\u5e26\\u7684\\u539f\\u88c5\\u98ce\\u6247 \\u4f18\\u8d28\\u3001\\u6613\\u4e8e\\u6d82\\u62b9\\u7684 NT-H2 \\u5bfc\\u70ed\\u7845\\u8102\\u6027\\u80fd\\u4f18\\u4e8e\\u5927\\u591a\\u6570 AIO \\u88c5\\u7f6e\\u4e0a\\u9884\\u5148\\u6d82\\u62b9\\u7684\\u5316\\u5408\\u7269 \\u7531\\u4e8e\\u91c7\\u7528\\u4e0e NF-A12x25mm \\u98ce\\u6247\\u76f8\\u540c\\u7684\\u6807\\u51c6\\u5916\\u5f62\\u5c3a\\u5bf8\\uff0c\\u53ef\\u4f7f\\u7528\\u539f\\u88c5\\u87ba\\u9489\\u8f7b\\u677e\\u66f4\\u6362 120x25mm \\u539f\\u88c5\\u98ce\\u6247\\uff0c\\u5e76\\u9644\\u5e26\\u9632\\u632f\\u57ab\\u5708\\u4ee5\\u5b9e\\u73b0\\u66f4\\u7d27\\u5bc6\\u7684\\u5bc6\\u5c01 NT-H2 3.5g \\u5305\\u88c5\\u5305\\u542b\\u4e09\\u5757 NA-CW1 \\u6e05\\u6d01\\u6e7f\\u5dfe\\uff0c\\u7528\\u4e8e\\u53bb\\u9664\\u539f\\u6709\\u7cca\\u72b6\\u7269\\uff0c3.5g \\u7ba1\\u8db3\\u591f\\u591a\\u6b21\\u4f7f\\u7528\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:27:14.797Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:27:14.797Z
|
input
|
NZXT Kraken Elite 360 AIO
|
rule
|
train
| 682 |
2025-04-05T02:27:14.797Z
|
input
|
NZXT Kraken Elite 360 AIO
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Noctua 360mm AIO \u5347\u7ea7\u5305\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \u98ce\u6247\u52a0 1x NT-H2 \u5bfc\u70ed\u818f\uff09", "asin": "B09J91SVLF", "price": "106.95 \u7f8e\u5143"},
{"title": "CORSAIR SF1000 (2024) \u5168\u6a21\u5757\u5316\u4f4e\u566a\u97f3 80 Plus Platinum ATX \u7535\u6e90 \u2013 \u7b26\u5408 ATX 3.0 \u6807\u51c6 \u2013 \u652f\u6301 PCIe 5.0 \u2013 \u9644\u5e26 SFX \u8f6c ATX \u652f\u67b6 \u2013 \u9ed1\u8272", "asin": "B0D45RN3KZ", "price": "229.99 \u7f8e\u5143", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo \u7cfb\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \u53f0\u5f0f\u7535\u8111\u5185\u5b58 UDIMM - \u94f6\u8272 (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "149.99 \u7f8e\u5143", "quantity": "1"}],
"product_details": [{"asin": "B09J91SVLF"},
{"title": "Noctua 360mm AIO \u5347\u7ea7\u5305\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \u98ce\u6247\u52a0 1x NT-H2 \u5bfc\u70ed\u818f\uff09"},
{"bullet_list": "\u5b8c\u7f8e\u5347\u7ea7\u4e00\u4f53\u5f0f\u6c34\u51b7\u5668\uff0c\u914d\u5907 360 \u6beb\u7c73\uff083x 120 \u6beb\u7c73\uff09\u6563\u70ed\u5668\uff0c\u53ef\u663e\u8457\u964d\u4f4e\u566a\u97f3\u6c34\u5e73\u548c/\u6216\u5c06 CPU \u6e29\u5ea6\u63d0\u9ad8\u51e0\u5ea6 \u5c61\u83b7\u6b8a\u8363\u7684\u5148\u8fdb NF-A12x25 PWM chromax.black.swap 120mm \u98ce\u6247\u7684\u6027\u80fd\u566a\u97f3\u6548\u7387\u660e\u663e\u4f18\u4e8e\u5927\u591a\u6570 AIO \u9644\u5e26\u7684\u539f\u88c5\u98ce\u6247 \u4f18\u8d28\u3001\u6613\u4e8e\u6d82\u62b9\u7684 NT-H2 \u5bfc\u70ed\u7845\u8102\u6027\u80fd\u4f18\u4e8e\u5927\u591a\u6570 AIO \u88c5\u7f6e\u4e0a\u9884\u5148\u6d82\u62b9\u7684\u5316\u5408\u7269 \u7531\u4e8e\u91c7\u7528\u4e0e NF-A12x25mm \u98ce\u6247\u76f8\u540c\u7684\u6807\u51c6\u5916\u5f62\u5c3a\u5bf8\uff0c\u53ef\u4f7f\u7528\u539f\u88c5\u87ba\u9489\u8f7b\u677e\u66f4\u6362 120x25mm \u539f\u88c5\u98ce\u6247\uff0c\u5e76\u9644\u5e26\u9632\u632f\u57ab\u5708\u4ee5\u5b9e\u73b0\u66f4\u7d27\u5bc6\u7684\u5bc6\u5c01 NT-H2 3.5g \u5305\u88c5\u5305\u542b\u4e09\u5757 NA-CW1 \u6e05\u6d01\u6e7f\u5dfe\uff0c\u7528\u4e8e\u53bb\u9664\u539f\u6709\u7cca\u72b6\u7269\uff0c3.5g \u7ba1\u8db3\u591f\u591a\u6b21\u4f7f\u7528"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:27:14.797Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:27:14.797Z\",\"action\": \"input\",\"acion_argument\": \"NZXT Kraken Elite 360 AIO\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:27:14.797Z\",\"action\": \"input\",\"acion_argument\": \"NZXT Kraken Elite 360 AIO\",}</answer>",
"index": 682,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\", \"asin\": \"B09J91SVLF\", \"price\": \"106.95 \\u7f8e\\u5143\"},\n{\"title\": \"CORSAIR SF1000 (2024) \\u5168\\u6a21\\u5757\\u5316\\u4f4e\\u566a\\u97f3 80 Plus Platinum ATX \\u7535\\u6e90 \\u2013 \\u7b26\\u5408 ATX 3.0 \\u6807\\u51c6 \\u2013 \\u652f\\u6301 PCIe 5.0 \\u2013 \\u9644\\u5e26 SFX \\u8f6c ATX \\u652f\\u67b6 \\u2013 \\u9ed1\\u8272\", \"asin\": \"B0D45RN3KZ\", \"price\": \"229.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo \\u7cfb\\u5217 (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V \\u53f0\\u5f0f\\u7535\\u8111\\u5185\\u5b58 UDIMM - \\u94f6\\u8272 (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"149.99 \\u7f8e\\u5143\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09J91SVLF\"},\n{\"title\": \"Noctua 360mm AIO \\u5347\\u7ea7\\u5305\\uff083X NF-A12x25 PWM chromax.Black.swap 120mm \\u98ce\\u6247\\u52a0 1x NT-H2 \\u5bfc\\u70ed\\u818f\\uff09\"},\n{\"bullet_list\": \"\\u5b8c\\u7f8e\\u5347\\u7ea7\\u4e00\\u4f53\\u5f0f\\u6c34\\u51b7\\u5668\\uff0c\\u914d\\u5907 360 \\u6beb\\u7c73\\uff083x 120 \\u6beb\\u7c73\\uff09\\u6563\\u70ed\\u5668\\uff0c\\u53ef\\u663e\\u8457\\u964d\\u4f4e\\u566a\\u97f3\\u6c34\\u5e73\\u548c/\\u6216\\u5c06 CPU \\u6e29\\u5ea6\\u63d0\\u9ad8\\u51e0\\u5ea6 \\u5c61\\u83b7\\u6b8a\\u8363\\u7684\\u5148\\u8fdb NF-A12x25 PWM chromax.black.swap 120mm \\u98ce\\u6247\\u7684\\u6027\\u80fd\\u566a\\u97f3\\u6548\\u7387\\u660e\\u663e\\u4f18\\u4e8e\\u5927\\u591a\\u6570 AIO \\u9644\\u5e26\\u7684\\u539f\\u88c5\\u98ce\\u6247 \\u4f18\\u8d28\\u3001\\u6613\\u4e8e\\u6d82\\u62b9\\u7684 NT-H2 \\u5bfc\\u70ed\\u7845\\u8102\\u6027\\u80fd\\u4f18\\u4e8e\\u5927\\u591a\\u6570 AIO \\u88c5\\u7f6e\\u4e0a\\u9884\\u5148\\u6d82\\u62b9\\u7684\\u5316\\u5408\\u7269 \\u7531\\u4e8e\\u91c7\\u7528\\u4e0e NF-A12x25mm \\u98ce\\u6247\\u76f8\\u540c\\u7684\\u6807\\u51c6\\u5916\\u5f62\\u5c3a\\u5bf8\\uff0c\\u53ef\\u4f7f\\u7528\\u539f\\u88c5\\u87ba\\u9489\\u8f7b\\u677e\\u66f4\\u6362 120x25mm \\u539f\\u88c5\\u98ce\\u6247\\uff0c\\u5e76\\u9644\\u5e26\\u9632\\u632f\\u57ab\\u5708\\u4ee5\\u5b9e\\u73b0\\u66f4\\u7d27\\u5bc6\\u7684\\u5bc6\\u5c01 NT-H2 3.5g \\u5305\\u88c5\\u5305\\u542b\\u4e09\\u5757 NA-CW1 \\u6e05\\u6d01\\u6e7f\\u5dfe\\uff0c\\u7528\\u4e8e\\u53bb\\u9664\\u539f\\u6709\\u7cca\\u72b6\\u7269\\uff0c3.5g \\u7ba1\\u8db3\\u591f\\u591a\\u6b21\\u4f7f\\u7528\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:27:14.797Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09J91SVLF\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\"},\n{\"bullet_list\": \"Perfect upgrade for all-in-one water coolers with 360mm (3x 120mm) radiators, allows to significantly reduce noise levels and/or improve CPU temperatures by up to several degrees Award-winning, state-of-the-art NF-A12x25 PWM chromax.black.swap 120mm fans achieve significantly better performance-to-noise-efficiency than the stock fans bundled with most AIO Premium-grade, easy-to-apply NT-H2 thermal grease performs better than the compounds that are pre-applied to most AIO units Easy replacement of 120x25mm stock fans using the original screws thanks to the same standard form factor of the NF-A12x25mm fans, included anti-vibration gaskets for tighter seal NT-H2 3.5g package contains three NA-CW1 cleaning wipes to remove original paste, 3.5g tube is enough for several applications\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:27:30.894Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:27:30.894Z
|
input
|
NZXT Kraken Elite 360 AIO
|
rule
|
train
| 683 |
2025-04-05T02:27:30.894Z
|
input
|
NZXT Kraken Elite 360 AIO
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "NZXT Kraken Elite 360\u200b\u200b AIO"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B09J91SVLF"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)"},
{"bullet_list": "Perfect upgrade for all-in-one water coolers with 360mm (3x 120mm) radiators, allows to significantly reduce noise levels and/or improve CPU temperatures by up to several degrees Award-winning, state-of-the-art NF-A12x25 PWM chromax.black.swap 120mm fans achieve significantly better performance-to-noise-efficiency than the stock fans bundled with most AIO Premium-grade, easy-to-apply NT-H2 thermal grease performs better than the compounds that are pre-applied to most AIO units Easy replacement of 120x25mm stock fans using the original screws thanks to the same standard form factor of the NF-A12x25mm fans, included anti-vibration gaskets for tighter seal NT-H2 3.5g package contains three NA-CW1 cleaning wipes to remove original paste, 3.5g tube is enough for several applications"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:27:30.894Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:27:30.894Z\",\"action\": \"input\",\"acion_argument\": \"NZXT Kraken Elite 360 AIO\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:27:30.894Z\",\"action\": \"input\",\"acion_argument\": \"NZXT Kraken Elite 360 AIO\",}</answer>",
"index": 683,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09J91SVLF\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\"},\n{\"bullet_list\": \"Perfect upgrade for all-in-one water coolers with 360mm (3x 120mm) radiators, allows to significantly reduce noise levels and/or improve CPU temperatures by up to several degrees Award-winning, state-of-the-art NF-A12x25 PWM chromax.black.swap 120mm fans achieve significantly better performance-to-noise-efficiency than the stock fans bundled with most AIO Premium-grade, easy-to-apply NT-H2 thermal grease performs better than the compounds that are pre-applied to most AIO units Easy replacement of 120x25mm stock fans using the original screws thanks to the same standard form factor of the NF-A12x25mm fans, included anti-vibration gaskets for tighter seal NT-H2 3.5g package contains three NA-CW1 cleaning wipes to remove original paste, 3.5g tube is enough for several applications\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:27:30.894Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09J91SVLF\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\"},\n{\"bullet_list\": \"Perfect upgrade for all-in-one water coolers with 360mm (3x 120mm) radiators, allows to significantly reduce noise levels and/or improve CPU temperatures by up to several degrees Award-winning, state-of-the-art NF-A12x25 PWM chromax.black.swap 120mm fans achieve significantly better performance-to-noise-efficiency than the stock fans bundled with most AIO Premium-grade, easy-to-apply NT-H2 thermal grease performs better than the compounds that are pre-applied to most AIO units Easy replacement of 120x25mm stock fans using the original screws thanks to the same standard form factor of the NF-A12x25mm fans, included anti-vibration gaskets for tighter seal NT-H2 3.5g package contains three NA-CW1 cleaning wipes to remove original paste, 3.5g tube is enough for several applications\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:27:30.990Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:27:30.990Z
|
click
|
nav_bar
|
rule
|
train
| 684 |
2025-04-05T02:27:30.990Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "NZXT Kraken Elite 360\u200b\u200b AIO"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B09J91SVLF"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)"},
{"bullet_list": "Perfect upgrade for all-in-one water coolers with 360mm (3x 120mm) radiators, allows to significantly reduce noise levels and/or improve CPU temperatures by up to several degrees Award-winning, state-of-the-art NF-A12x25 PWM chromax.black.swap 120mm fans achieve significantly better performance-to-noise-efficiency than the stock fans bundled with most AIO Premium-grade, easy-to-apply NT-H2 thermal grease performs better than the compounds that are pre-applied to most AIO units Easy replacement of 120x25mm stock fans using the original screws thanks to the same standard form factor of the NF-A12x25mm fans, included anti-vibration gaskets for tighter seal NT-H2 3.5g package contains three NA-CW1 cleaning wipes to remove original paste, 3.5g tube is enough for several applications"}],
"product_quantity": [{"quantity": "1"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:27:30.990Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:27:30.990Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:27:30.990Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 684,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09J91SVLF\"},\n{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\"},\n{\"bullet_list\": \"Perfect upgrade for all-in-one water coolers with 360mm (3x 120mm) radiators, allows to significantly reduce noise levels and/or improve CPU temperatures by up to several degrees Award-winning, state-of-the-art NF-A12x25 PWM chromax.black.swap 120mm fans achieve significantly better performance-to-noise-efficiency than the stock fans bundled with most AIO Premium-grade, easy-to-apply NT-H2 thermal grease performs better than the compounds that are pre-applied to most AIO units Easy replacement of 120x25mm stock fans using the original screws thanks to the same standard form factor of the NF-A12x25mm fans, included anti-vibration gaskets for tighter seal NT-H2 3.5g package contains three NA-CW1 cleaning wipes to remove original paste, 3.5g tube is enough for several applications\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:27:30.990Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:27:32.171Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:27:32.171Z
|
click
|
search
|
rule
|
train
| 685 |
2025-04-05T02:27:32.171Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:27:32.171Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:27:32.171Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:27:32.171Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 685,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:27:32.171Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:27:34.125Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:27:34.125Z
|
input
|
NZXT Kraken Elite 360 AIO
|
rule
|
train
| 686 |
2025-04-05T02:27:34.125Z
|
input
|
NZXT Kraken Elite 360 AIO
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:27:34.125Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:27:34.125Z\",\"action\": \"input\",\"acion_argument\": \"NZXT Kraken Elite 360 AIO\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:27:34.125Z\",\"action\": \"input\",\"acion_argument\": \"NZXT Kraken Elite 360 AIO\",}</answer>",
"index": 686,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:27:34.125Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:27:34.246Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:27:34.246Z
|
click
|
search
|
rule
|
train
| 687 |
2025-04-05T02:27:34.246Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "NZXT Kraken Elite 360\u200b\u200b AIO"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:27:34.246Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:27:34.246Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:27:34.246Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 687,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:27:34.246Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"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\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\", \"asin\": \"B0D9GWDTHZ\", \"price\": \"$294.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"Kraken 360 AIO CPU Liquid Cooler - RL-KR360-W1 & H6 Flow RGB Mid-Tower Airflow Case with 3 RGB Fans, Panoramic Glass Panels, and Cable Management - White\", \"asin\": \"B0CTKSTR81\", \"price\": \"$339.98\", \"delivery\": \"\"},\n{\"title\": \"Kraken Z73 360mm - RL-KRZ73-01 - AIO RGB CPU Liquid Cooler - Customizable LCD Display - Improved Pump - Powered by CAM V4 - RGB Connector - Aer P 120mm Radiator Fans (3 Included) ,Black\", \"asin\": \"B082DYPF57\", \"price\": \"$220.00\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Kraken 240-240mm AIO CPU Liquid Cooler - Customizable 1.54\\\"\\\" Square LCD Display for Images, Performance Metrics and More - High-Performance Pump - 2 x F120P Fans - Black\", \"asin\": \"B0BNYQJJLV\", \"price\": \"$131.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"iCUE Link Titan 360 RX RGB Liquid CPU Cooler \\u2013 360mm AIO \\u2013 Low-Noise \\u2013 FlowDrive Cooling Engine \\u2013 Intel LGA 1851/1700, AMD AM5/AM4 \\u2013 3X RX120 RGB Fans \\u2013 iCUE Link System Hub Included \\u2013 Black\", \"asin\": \"B0D6BFBLTK\", \"price\": \"$185.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\\u201d Color LCD\", \"asin\": \"B0C8BVRYB5\", \"price\": \"$257.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Nautilus 360 RS Liquid CPU Cooler \\u2013 360mm AIO \\u2013 Low-Noise \\u2013 Direct Motherboard Connection \\u2013 Daisy-Chain \\u2013 Intel LGA 1851/1700, AMD AM5/AM4 \\u2013 3X RS120 Fans Included \\u2013 Black\", \"asin\": \"B0DF7B7324\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Mon, Apr 7 Only 6 left in stock - order soon.\"},\n{\"title\": \"FW 360 White ARGB-360mm AIO CPU Liquid Cooler,IPS LCD Screen with 320 * 240 Resolution,for AM4/AM5/Intel LGA1700,\\u20182.4 inch\\u2019Magnet-Absorbent LCD Screen for Images -White\", \"asin\": \"B0D1K859GT\", \"price\": \"$86.90\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Corsair iCUE H150i Elite LCD XT Liquid CPU Cooler - IPS LCD Screen - Three AF120 RGB Elite Fans - 360mm Radiator - Fits Intel\\u00ae LGA 1700, AMD\\u00ae AM5, and More-Included iCUE Commander CORE-Black (Renewed)\", \"asin\": \"B0DJCM5W7K\", \"price\": \"$172.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"F360 RGB Core | 360mm Single-Frame Fan Unit with 3 x 120mm RGB Fans | Speed & Lighting Control | High Static Pressure & Airflow | Fluid Dynamic Bearings | 8 ARGB LEDs Per Fan | White\", \"asin\": \"B0D1RHS6WS\", \"price\": \"$72.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"ROG RYUO III 360 ARGB All-in-one AIO Liquid CPU Cooler 360mm Radiator, Asetek 8th gen Pump Solution, Anime Matrix\\u2122 LED Display and ROG AF 12S ARGB Fan.\", \"asin\": \"B0BTRSFGX8\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Kraken 360 RGB CPU Liquid Cooler & H9 Flow Dual-Chamber ATX Mid-Tower PC Case - 360mm AIO Cooler with Customizable LCD Display & High Airflow Case with Glass Panels\", \"asin\": \"B0CZKLBK7J\", \"price\": \"$384.98\", \"delivery\": \"\"},\n{\"title\": \"ROG Strix LC II 360 ARGB White Edition All-in-one AIO Liquid CPU Cooler 360mm Radiator, Intel LGA1700, 115x/2066 and AMD AM4/TR4 Support, Triple 120mm 4-pin PWM Addressable RGB Radiator Fans\", \"asin\": \"B0B179R3LS\", \"price\": \"$154.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"Kraken 360 RGB 360mm CPU Liquid Cooler & H6 Flow RGB Mid-Tower Case with 3 RGB Fans\", \"asin\": \"B0CZL8N88J\", \"price\": \"$339.98\", \"delivery\": \"\"},\n{\"title\": \"TH360 V2 Ultra ARGB Sync/AlO Liquid Cooler/ARGB Fan 120 * 3/PWM 500~1500rpm/Water Block 2.1\\\" LCD/Black, CL-W384-PL12SW-A\", \"asin\": \"B0CCX93N83\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"H9 Flow Dual-Chamber ATX Mid-Tower PC Gaming Case & Kraken 360 RGB - 360mm AIO CPU Liquid Cooler - RL-KR360-W1\", \"asin\": \"B0CTKR85S4\", \"price\": \"$359.96\", \"delivery\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:27:56.130Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:27:56.130Z
|
click_product
|
B0D9GWDTHZ
|
rule
|
train
| 688 |
2025-04-05T02:27:56.130Z
|
click_product
|
B0D9GWDTHZ
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "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": "NZXT Kraken Elite 360\u200b\u200b AIO"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"search_results": [{"title": "Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\" IPS LCD - NZXT Turbine Pump - AMD\u00ae AM5, AM4 - Intel\u00ae LGA 1851/1700, 1200/115X - Black", "asin": "B0D9GWDTHZ", "price": "$294.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
{"title": "Kraken 360 AIO CPU Liquid Cooler - RL-KR360-W1 & H6 Flow RGB Mid-Tower Airflow Case with 3 RGB Fans, Panoramic Glass Panels, and Cable Management - White", "asin": "B0CTKSTR81", "price": "$339.98", "delivery": ""},
{"title": "Kraken Z73 360mm - RL-KRZ73-01 - AIO RGB CPU Liquid Cooler - Customizable LCD Display - Improved Pump - Powered by CAM V4 - RGB Connector - Aer P 120mm Radiator Fans (3 Included) ,Black", "asin": "B082DYPF57", "price": "$220.00", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Kraken 240-240mm AIO CPU Liquid Cooler - Customizable 1.54\"\" Square LCD Display for Images, Performance Metrics and More - High-Performance Pump - 2 x F120P Fans - Black", "asin": "B0BNYQJJLV", "price": "$131.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
{"title": "iCUE Link Titan 360 RX RGB Liquid CPU Cooler \u2013 360mm AIO \u2013 Low-Noise \u2013 FlowDrive Cooling Engine \u2013 Intel LGA 1851/1700, AMD AM5/AM4 \u2013 3X RX120 RGB Fans \u2013 iCUE Link System Hub Included \u2013 Black", "asin": "B0D6BFBLTK", "price": "$185.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
{"title": "ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\u201d Color LCD", "asin": "B0C8BVRYB5", "price": "$257.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Nautilus 360 RS Liquid CPU Cooler \u2013 360mm AIO \u2013 Low-Noise \u2013 Direct Motherboard Connection \u2013 Daisy-Chain \u2013 Intel LGA 1851/1700, AMD AM5/AM4 \u2013 3X RS120 Fans Included \u2013 Black", "asin": "B0DF7B7324", "price": "$109.99", "delivery": "FREE delivery Mon, Apr 7 Only 6 left in stock - order soon."},
{"title": "FW 360 White ARGB-360mm AIO CPU Liquid Cooler,IPS LCD Screen with 320 * 240 Resolution,for AM4/AM5/Intel LGA1700,\u20182.4 inch\u2019Magnet-Absorbent LCD Screen for Images -White", "asin": "B0D1K859GT", "price": "$86.90", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Corsair iCUE H150i Elite LCD XT Liquid CPU Cooler - IPS LCD Screen - Three AF120 RGB Elite Fans - 360mm Radiator - Fits Intel\u00ae LGA 1700, AMD\u00ae AM5, and More-Included iCUE Commander CORE-Black (Renewed)", "asin": "B0DJCM5W7K", "price": "$172.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "F360 RGB Core | 360mm Single-Frame Fan Unit with 3 x 120mm RGB Fans | Speed & Lighting Control | High Static Pressure & Airflow | Fluid Dynamic Bearings | 8 ARGB LEDs Per Fan | White", "asin": "B0D1RHS6WS", "price": "$72.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
{"title": "ROG RYUO III 360 ARGB All-in-one AIO Liquid CPU Cooler 360mm Radiator, Asetek 8th gen Pump Solution, Anime Matrix\u2122 LED Display and ROG AF 12S ARGB Fan.", "asin": "B0BTRSFGX8", "price": "$199.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "Kraken 360 RGB CPU Liquid Cooler & H9 Flow Dual-Chamber ATX Mid-Tower PC Case - 360mm AIO Cooler with Customizable LCD Display & High Airflow Case with Glass Panels", "asin": "B0CZKLBK7J", "price": "$384.98", "delivery": ""},
{"title": "ROG Strix LC II 360 ARGB White Edition All-in-one AIO Liquid CPU Cooler 360mm Radiator, Intel LGA1700, 115x/2066 and AMD AM4/TR4 Support, Triple 120mm 4-pin PWM Addressable RGB Radiator Fans", "asin": "B0B179R3LS", "price": "$154.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "Kraken 360 RGB 360mm CPU Liquid Cooler & H6 Flow RGB Mid-Tower Case with 3 RGB Fans", "asin": "B0CZL8N88J", "price": "$339.98", "delivery": ""},
{"title": "TH360 V2 Ultra ARGB Sync/AlO Liquid Cooler/ARGB Fan 120 * 3/PWM 500~1500rpm/Water Block 2.1\" LCD/Black, CL-W384-PL12SW-A", "asin": "B0CCX93N83", "price": "$179.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "H9 Flow Dual-Chamber ATX Mid-Tower PC Gaming Case & Kraken 360 RGB - 360mm AIO CPU Liquid Cooler - RL-KR360-W1", "asin": "B0CTKR85S4", "price": "$359.96", "delivery": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:27:56.130Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:27:56.130Z\",\"action\": \"click_product\",\"acion_argument\": \"B0D9GWDTHZ\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:27:56.130Z\",\"action\": \"click_product\",\"acion_argument\": \"B0D9GWDTHZ\",}</answer>",
"index": 688,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"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\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\", \"asin\": \"B0D9GWDTHZ\", \"price\": \"$294.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"Kraken 360 AIO CPU Liquid Cooler - RL-KR360-W1 & H6 Flow RGB Mid-Tower Airflow Case with 3 RGB Fans, Panoramic Glass Panels, and Cable Management - White\", \"asin\": \"B0CTKSTR81\", \"price\": \"$339.98\", \"delivery\": \"\"},\n{\"title\": \"Kraken Z73 360mm - RL-KRZ73-01 - AIO RGB CPU Liquid Cooler - Customizable LCD Display - Improved Pump - Powered by CAM V4 - RGB Connector - Aer P 120mm Radiator Fans (3 Included) ,Black\", \"asin\": \"B082DYPF57\", \"price\": \"$220.00\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Kraken 240-240mm AIO CPU Liquid Cooler - Customizable 1.54\\\"\\\" Square LCD Display for Images, Performance Metrics and More - High-Performance Pump - 2 x F120P Fans - Black\", \"asin\": \"B0BNYQJJLV\", \"price\": \"$131.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"iCUE Link Titan 360 RX RGB Liquid CPU Cooler \\u2013 360mm AIO \\u2013 Low-Noise \\u2013 FlowDrive Cooling Engine \\u2013 Intel LGA 1851/1700, AMD AM5/AM4 \\u2013 3X RX120 RGB Fans \\u2013 iCUE Link System Hub Included \\u2013 Black\", \"asin\": \"B0D6BFBLTK\", \"price\": \"$185.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\\u201d Color LCD\", \"asin\": \"B0C8BVRYB5\", \"price\": \"$257.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Nautilus 360 RS Liquid CPU Cooler \\u2013 360mm AIO \\u2013 Low-Noise \\u2013 Direct Motherboard Connection \\u2013 Daisy-Chain \\u2013 Intel LGA 1851/1700, AMD AM5/AM4 \\u2013 3X RS120 Fans Included \\u2013 Black\", \"asin\": \"B0DF7B7324\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Mon, Apr 7 Only 6 left in stock - order soon.\"},\n{\"title\": \"FW 360 White ARGB-360mm AIO CPU Liquid Cooler,IPS LCD Screen with 320 * 240 Resolution,for AM4/AM5/Intel LGA1700,\\u20182.4 inch\\u2019Magnet-Absorbent LCD Screen for Images -White\", \"asin\": \"B0D1K859GT\", \"price\": \"$86.90\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Corsair iCUE H150i Elite LCD XT Liquid CPU Cooler - IPS LCD Screen - Three AF120 RGB Elite Fans - 360mm Radiator - Fits Intel\\u00ae LGA 1700, AMD\\u00ae AM5, and More-Included iCUE Commander CORE-Black (Renewed)\", \"asin\": \"B0DJCM5W7K\", \"price\": \"$172.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"F360 RGB Core | 360mm Single-Frame Fan Unit with 3 x 120mm RGB Fans | Speed & Lighting Control | High Static Pressure & Airflow | Fluid Dynamic Bearings | 8 ARGB LEDs Per Fan | White\", \"asin\": \"B0D1RHS6WS\", \"price\": \"$72.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 5\"},\n{\"title\": \"ROG RYUO III 360 ARGB All-in-one AIO Liquid CPU Cooler 360mm Radiator, Asetek 8th gen Pump Solution, Anime Matrix\\u2122 LED Display and ROG AF 12S ARGB Fan.\", \"asin\": \"B0BTRSFGX8\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"Kraken 360 RGB CPU Liquid Cooler & H9 Flow Dual-Chamber ATX Mid-Tower PC Case - 360mm AIO Cooler with Customizable LCD Display & High Airflow Case with Glass Panels\", \"asin\": \"B0CZKLBK7J\", \"price\": \"$384.98\", \"delivery\": \"\"},\n{\"title\": \"ROG Strix LC II 360 ARGB White Edition All-in-one AIO Liquid CPU Cooler 360mm Radiator, Intel LGA1700, 115x/2066 and AMD AM4/TR4 Support, Triple 120mm 4-pin PWM Addressable RGB Radiator Fans\", \"asin\": \"B0B179R3LS\", \"price\": \"$154.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"Kraken 360 RGB 360mm CPU Liquid Cooler & H6 Flow RGB Mid-Tower Case with 3 RGB Fans\", \"asin\": \"B0CZL8N88J\", \"price\": \"$339.98\", \"delivery\": \"\"},\n{\"title\": \"TH360 V2 Ultra ARGB Sync/AlO Liquid Cooler/ARGB Fan 120 * 3/PWM 500~1500rpm/Water Block 2.1\\\" LCD/Black, CL-W384-PL12SW-A\", \"asin\": \"B0CCX93N83\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"H9 Flow Dual-Chamber ATX Mid-Tower PC Gaming Case & Kraken 360 RGB - 360mm AIO CPU Liquid Cooler - RL-KR360-W1\", \"asin\": \"B0CTKR85S4\", \"price\": \"$359.96\", \"delivery\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:27:56.130Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D9GWDTHZ\"},\n{\"title\": \"NZXT Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\"},\n{\"price\": \"$294.99\"},\n{\"bullet_list\": \"SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. QUIET PERFORMANCE: Static pressure radiator fans provide strong airflow to carry away heat effectively. With Zero RPM Mode, fans shut off completely during low loads for silent operation.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite 2024 RGB\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:28:12.014Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:28:12.014Z
|
click
|
product_option
|
rule
|
train
| 689 |
2025-04-05T02:28:12.014Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "NZXT Kraken Elite 360\u200b\u200b AIO"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D9GWDTHZ"},
{"title": "NZXT Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\" IPS LCD - NZXT Turbine Pump - AMD\u00ae AM5, AM4 - Intel\u00ae LGA 1851/1700, 1200/115X - Black"},
{"price": "$294.99"},
{"bullet_list": "SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. QUIET PERFORMANCE: Static pressure radiator fans provide strong airflow to carry away heat effectively. With Zero RPM Mode, fans shut off completely during low loads for silent operation."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Black"},
{"Size": "360mm Radiator"},
{"Style": "Kraken Elite 2024 RGB"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:28:12.014Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:28:12.014Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:28:12.014Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 689,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D9GWDTHZ\"},\n{\"title\": \"NZXT Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\"},\n{\"price\": \"$294.99\"},\n{\"bullet_list\": \"SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. QUIET PERFORMANCE: Static pressure radiator fans provide strong airflow to carry away heat effectively. With Zero RPM Mode, fans shut off completely during low loads for silent operation.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite 2024 RGB\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:28:12.014Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"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\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D9GV78D8\"},\n{\"title\": \"NZXT Kraken Elite 360 RGB 2024 - AIO CPU Liquid Cooler - 360mm Radiator - F360 RGB Core Fan - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\"},\n{\"price\": \"$319.99\"},\n{\"bullet_list\": \"SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. VIBRANTLY COOL: The RGB Core single-frame fan on the radiator provides optimal airflow and vibrant lighting, along with a sleek, integrated design for easy connectivity and control.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:28:29.972Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:28:29.972Z
|
click
|
product_option
|
rule
|
train
| 690 |
2025-04-05T02:28:29.972Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "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": "NZXT Kraken Elite 360\u200b\u200b AIO"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D9GV78D8"},
{"title": "NZXT Kraken Elite 360 RGB 2024 - AIO CPU Liquid Cooler - 360mm Radiator - F360 RGB Core Fan - Customizable 2.72\" IPS LCD - NZXT Turbine Pump - AMD\u00ae AM5, AM4 - Intel\u00ae LGA 1851/1700, 1200/115X - Black"},
{"price": "$319.99"},
{"bullet_list": "SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. VIBRANTLY COOL: The RGB Core single-frame fan on the radiator provides optimal airflow and vibrant lighting, along with a sleek, integrated design for easy connectivity and control."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Size": "360mm Radiator"},
{"Style": "Kraken"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:28:29.972Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:28:29.972Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:28:29.972Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 690,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"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\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D9GV78D8\"},\n{\"title\": \"NZXT Kraken Elite 360 RGB 2024 - AIO CPU Liquid Cooler - 360mm Radiator - F360 RGB Core Fan - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\"},\n{\"price\": \"$319.99\"},\n{\"bullet_list\": \"SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. VIBRANTLY COOL: The RGB Core single-frame fan on the radiator provides optimal airflow and vibrant lighting, along with a sleek, integrated design for easy connectivity and control.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:28:29.972Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"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\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BY3J3ZPZ\"},\n{\"title\": \"NZXT 360mm AIO CPU Liquid Cooler with Customizable LCD Display, High-Performance Pump, 3 Fans - Black\"},\n{\"price\": \"$179.99\"},\n{\"bullet_list\": \"PERSONALIZATION THAT POPS: Display a favorite animated GIF or static image, monitor real-time PC performance metrics, see music that's currently playing, integrate web content and more with NZXT CAM software. LCD DISPLAY: 1.54\\\"\\\" square LCD display with 240x240 resolution, 30 Hz refresh rate, and bright 300 cd/m\\u00b2 backlight brings on-screen content to life. HIGH-PERFORMANCE PUMP: The powerful Asetek pump operates at up to 2,800 RPM to ensure efficient and quiet coolant circulation. POWERFUL COOLING: Static Pressure Fans with fluid dynamic bearings provide an optimal balance of high static pressure and airflow for powerful cooling with minimal noise. SIMPLE SETUP: A single breakout cable from pump to motherboard makes for easy installation.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite RGB\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:28:47.512Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:28:47.512Z
|
click
|
product_option
|
rule
|
train
| 691 |
2025-04-05T02:28:47.512Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "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": "NZXT Kraken Elite 360\u200b\u200b AIO"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BY3J3ZPZ"},
{"title": "NZXT 360mm AIO CPU Liquid Cooler with Customizable LCD Display, High-Performance Pump, 3 Fans - Black"},
{"price": "$179.99"},
{"bullet_list": "PERSONALIZATION THAT POPS: Display a favorite animated GIF or static image, monitor real-time PC performance metrics, see music that's currently playing, integrate web content and more with NZXT CAM software. LCD DISPLAY: 1.54\"\" square LCD display with 240x240 resolution, 30 Hz refresh rate, and bright 300 cd/m\u00b2 backlight brings on-screen content to life. HIGH-PERFORMANCE PUMP: The powerful Asetek pump operates at up to 2,800 RPM to ensure efficient and quiet coolant circulation. POWERFUL COOLING: Static Pressure Fans with fluid dynamic bearings provide an optimal balance of high static pressure and airflow for powerful cooling with minimal noise. SIMPLE SETUP: A single breakout cable from pump to motherboard makes for easy installation."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Size": "360mm Radiator"},
{"Style": "Kraken Elite RGB"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:28:47.512Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:28:47.512Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:28:47.512Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 691,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"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\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BY3J3ZPZ\"},\n{\"title\": \"NZXT 360mm AIO CPU Liquid Cooler with Customizable LCD Display, High-Performance Pump, 3 Fans - Black\"},\n{\"price\": \"$179.99\"},\n{\"bullet_list\": \"PERSONALIZATION THAT POPS: Display a favorite animated GIF or static image, monitor real-time PC performance metrics, see music that's currently playing, integrate web content and more with NZXT CAM software. LCD DISPLAY: 1.54\\\"\\\" square LCD display with 240x240 resolution, 30 Hz refresh rate, and bright 300 cd/m\\u00b2 backlight brings on-screen content to life. HIGH-PERFORMANCE PUMP: The powerful Asetek pump operates at up to 2,800 RPM to ensure efficient and quiet coolant circulation. POWERFUL COOLING: Static Pressure Fans with fluid dynamic bearings provide an optimal balance of high static pressure and airflow for powerful cooling with minimal noise. SIMPLE SETUP: A single breakout cable from pump to motherboard makes for easy installation.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite RGB\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:28:47.512Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"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\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BY3HMXD4\"},\n{\"title\": \"NZXT Kraken Elite RGB 360 - RL-KR36E-B1 - 360mm AIO CPU Liquid Cooler - Customizable 2.36\\\" LCD Display for GIFS, Images, Performance Metrics - High-Performance Pump - 3 x F120 RGB Core Fans - Black\"},\n{\"bullet_list\": \"PERSONALIZATION THAT POPS - Display a favorite animated GIF or static image, monitor real-time PC performance metrics, see music that's currently playing, integrate web content and more with NZXT CAM software WIDE-ANGLE LCD DISPLAY - 2.36\\\" diameter LCD display with a wide viewing angle, crisp 640x640 resolution, high 60 Hz refresh rate, and a vivid 690 cd/m\\u00b2 backlight brings on-screen content to life HIGH-PERFORMANCE PUMP - The powerful Asetek pump operates at up to 2,800 RPM to ensure efficient and quiet coolant circulation COLORFUL COOLING - RGB Core Fans with fluid dynamic bearings provide an optimal balance of static pressure and airflow for powerful cooling plus vivid RGB lighting SIMPLE SETUP - A single breakout cable from pump to motherboard makes for easy installation\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite 2024\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:28:52.724Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:28:52.724Z
|
click
|
product_option
|
rule
|
train
| 692 |
2025-04-05T02:28:52.724Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "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": "NZXT Kraken Elite 360\u200b\u200b AIO"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0BY3HMXD4"},
{"title": "NZXT Kraken Elite RGB 360 - RL-KR36E-B1 - 360mm AIO CPU Liquid Cooler - Customizable 2.36\" LCD Display for GIFS, Images, Performance Metrics - High-Performance Pump - 3 x F120 RGB Core Fans - Black"},
{"bullet_list": "PERSONALIZATION THAT POPS - Display a favorite animated GIF or static image, monitor real-time PC performance metrics, see music that's currently playing, integrate web content and more with NZXT CAM software WIDE-ANGLE LCD DISPLAY - 2.36\" diameter LCD display with a wide viewing angle, crisp 640x640 resolution, high 60 Hz refresh rate, and a vivid 690 cd/m\u00b2 backlight brings on-screen content to life HIGH-PERFORMANCE PUMP - The powerful Asetek pump operates at up to 2,800 RPM to ensure efficient and quiet coolant circulation COLORFUL COOLING - RGB Core Fans with fluid dynamic bearings provide an optimal balance of static pressure and airflow for powerful cooling plus vivid RGB lighting SIMPLE SETUP - A single breakout cable from pump to motherboard makes for easy installation"}],
"product_options": [{"Color": "Black"},
{"Size": "360mm Radiator"},
{"Style": "Kraken Elite 2024"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:28:52.724Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:28:52.724Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:28:52.724Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 692,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"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\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BY3HMXD4\"},\n{\"title\": \"NZXT Kraken Elite RGB 360 - RL-KR36E-B1 - 360mm AIO CPU Liquid Cooler - Customizable 2.36\\\" LCD Display for GIFS, Images, Performance Metrics - High-Performance Pump - 3 x F120 RGB Core Fans - Black\"},\n{\"bullet_list\": \"PERSONALIZATION THAT POPS - Display a favorite animated GIF or static image, monitor real-time PC performance metrics, see music that's currently playing, integrate web content and more with NZXT CAM software WIDE-ANGLE LCD DISPLAY - 2.36\\\" diameter LCD display with a wide viewing angle, crisp 640x640 resolution, high 60 Hz refresh rate, and a vivid 690 cd/m\\u00b2 backlight brings on-screen content to life HIGH-PERFORMANCE PUMP - The powerful Asetek pump operates at up to 2,800 RPM to ensure efficient and quiet coolant circulation COLORFUL COOLING - RGB Core Fans with fluid dynamic bearings provide an optimal balance of static pressure and airflow for powerful cooling plus vivid RGB lighting SIMPLE SETUP - A single breakout cable from pump to motherboard makes for easy installation\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite 2024\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:28:52.724Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"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\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D9GWDTHZ\"},\n{\"title\": \"NZXT Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\"},\n{\"price\": \"$294.99\"},\n{\"bullet_list\": \"SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. QUIET PERFORMANCE: Static pressure radiator fans provide strong airflow to carry away heat effectively. With Zero RPM Mode, fans shut off completely during low loads for silent operation.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite 2024 RGB\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:28:58.199Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:28:58.199Z
|
click
|
product_option
|
rule
|
train
| 693 |
2025-04-05T02:28:58.199Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "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": "NZXT Kraken Elite 360\u200b\u200b AIO"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D9GWDTHZ"},
{"title": "NZXT Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\" IPS LCD - NZXT Turbine Pump - AMD\u00ae AM5, AM4 - Intel\u00ae LGA 1851/1700, 1200/115X - Black"},
{"price": "$294.99"},
{"bullet_list": "SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. QUIET PERFORMANCE: Static pressure radiator fans provide strong airflow to carry away heat effectively. With Zero RPM Mode, fans shut off completely during low loads for silent operation."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Size": "360mm Radiator"},
{"Style": "Kraken Elite 2024 RGB"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:28:58.199Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:28:58.199Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:28:58.199Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 693,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"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\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D9GWDTHZ\"},\n{\"title\": \"NZXT Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\"},\n{\"price\": \"$294.99\"},\n{\"bullet_list\": \"SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. QUIET PERFORMANCE: Static pressure radiator fans provide strong airflow to carry away heat effectively. With Zero RPM Mode, fans shut off completely during low loads for silent operation.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite 2024 RGB\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:28:58.199Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"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\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D9GV78D8\"},\n{\"title\": \"NZXT Kraken Elite 360 RGB 2024 - AIO CPU Liquid Cooler - 360mm Radiator - F360 RGB Core Fan - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\"},\n{\"price\": \"$319.99\"},\n{\"bullet_list\": \"SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. VIBRANTLY COOL: The RGB Core single-frame fan on the radiator provides optimal airflow and vibrant lighting, along with a sleek, integrated design for easy connectivity and control.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite 2024\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:29:00.743Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T02:29:00.743Z
|
click
|
product_option
|
rule
|
train
| 694 |
2025-04-05T02:29:00.743Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "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": "NZXT Kraken Elite 360\u200b\u200b AIO"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B0D9GV78D8"},
{"title": "NZXT Kraken Elite 360 RGB 2024 - AIO CPU Liquid Cooler - 360mm Radiator - F360 RGB Core Fan - Customizable 2.72\" IPS LCD - NZXT Turbine Pump - AMD\u00ae AM5, AM4 - Intel\u00ae LGA 1851/1700, 1200/115X - Black"},
{"price": "$319.99"},
{"bullet_list": "SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. VIBRANTLY COOL: The RGB Core single-frame fan on the radiator provides optimal airflow and vibrant lighting, along with a sleek, integrated design for easy connectivity and control."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Size": "360mm Radiator"},
{"Style": "Kraken Elite 2024"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T02:29:00.743Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T02:29:00.743Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T02:29:00.743Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 694,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"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\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D9GV78D8\"},\n{\"title\": \"NZXT Kraken Elite 360 RGB 2024 - AIO CPU Liquid Cooler - 360mm Radiator - F360 RGB Core Fan - Customizable 2.72\\\" IPS LCD - NZXT Turbine Pump - AMD\\u00ae AM5, AM4 - Intel\\u00ae LGA 1851/1700, 1200/115X - Black\"},\n{\"price\": \"$319.99\"},\n{\"bullet_list\": \"SUPERIOR COOLING: The custom-designed NZXT Turbine pump efficiently cools even the most heat-prone CPUs with its high flow rate and head pressure, resulting in a 10%* performance boost with less noise. BIGGER, BOLDER DISPLAY: Enjoy stunning visuals on the large 2.72-inch IPS LCD featuring crisp 640 x 640 resolution, smooth 60 Hz refresh rate, ultra-bright 690 cd/m\\u00b2 backlight, vibrant 24-bit color, and wide viewing angles. MORE PERSONAL THAN EVER: Display your favorite GIF or image, monitor real-time system performance, and integrate with Google Photos, Spotify, and YouTube. Sync the RGB LED ring with on-screen content and other RGB devices for a cohesive look. SIMPLE INSTALLATION: Get set up quickly with pre-applied thermal paste, a single breakout cable, and tool-free mounting brackets for the latest AMD (AM5, AM4) and Intel (LGA 1851/1700, 1200/115X) CPU sockets. VIBRANTLY COOL: The RGB Core single-frame fan on the radiator provides optimal airflow and vibrant lighting, along with a sleek, integrated design for easy connectivity and control.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"360mm Radiator\"},\n{\"Style\": \"Kraken Elite 2024\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T02:29:00.743Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T04:44:00.765Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T04:44:00.765Z
|
input
|
pc build tool
|
rule
|
train
| 695 |
2025-04-05T04:44:00.765Z
|
input
|
pc build tool
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T04:44:00.765Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T04:44:00.765Z\",\"action\": \"input\",\"acion_argument\": \"pc build tool\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T04:44:00.765Z\",\"action\": \"input\",\"acion_argument\": \"pc build tool\",}</answer>",
"index": 695,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T04:44:00.765Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pc build tool\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T04:44:00.907Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T04:44:00.907Z
|
click
|
search
|
rule
|
train
| 696 |
2025-04-05T04:44:00.907Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pc build tool"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T04:44:00.907Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T04:44:00.907Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T04:44:00.907Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 696,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pc build tool\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T04:44:00.907Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"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\": \"pc build tool\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"quantity\": \"\"},\n{\"title\": \"iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit\", \"asin\": \"B0964G2Y7S\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"AXTH 25-in-1 Small Precision Screwdriver Set, Professional Magnetic Mini Repair Tool Kit for Phone, Computer, Watch, Laptop, Macbook, Ring Doorbell, Eyeglass, Electronic, [Bearing Steel] Screw Driver\", \"asin\": \"B0CBTYZY2S\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit\", \"asin\": \"B0964G2Y7S\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"HOTO 28 in 1 Precision Screwdriver Set, Manual Small Screwdriver Magnetic Bits & Box, Mini Screwdriver Repair Kit for Eyeglasses, Electronics, Watches, Phones, Laptops, Cameras Repair Kit\", \"asin\": \"B09MR75Z78\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"XOOL 200 in 1 Precision Screwdriver Kit, Electronics Repair Tool Magnetic Driver Kit with 164 Bits, Flexible Shaft, Extension Rod for Computer, iPhone, Laptop, PC, PS4, Xbox, Nintendo\", \"asin\": \"B08PP867XR\"}],\n\"search_results\": [{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SHOWPIN Precision Computer Screwdriver Set: 122 PCS Electronics Repair Tool Kit with 101 Magnetic Bits for Laptop iPhone PC Tablet PS4 Xbox Switch\", \"asin\": \"B0822FS7Z6\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"B09PY8WQHJ\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Precision Screwdriver Set, Unamela 139 in 1 Computer Repair Tool Kit, Magnetic Screwdriver Kit with 120 Bits Compatible for PC Building, Laptop, MacBook, Tablet, iPhone, PS4, Xbox, Game Console\", \"asin\": \"B088CZ2ZL5\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit\", \"asin\": \"B0964G2Y7S\", \"price\": \"$29.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Precision Screwdriver Set 49 in 1 SHARDEN Small Screwdriver Set Magnetic Repair Tool Kit for Laptop, iPhone, Cell Phone, PC, MacBook, Tablet, Computer, PS5, PS4, Electronic, Glasses, Watch\", \"asin\": \"B0CCTNX9GY\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"80 IN 1 Professional Computer Repair Tool Kit, Precision Screwdriver Set with 56 Bits, Magnetic Screwdriver Set for Laptop, PC, MacBook, Tablet, iPhone, PS4, Electronics, Gamer Tech Gifts for Men\", \"asin\": \"B074M8NBZQ\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"STREBITO Precision Screwdriver Set 191-Piece Multi-Bit Screwdriver 1/4 Inch Nut Driver Home Improvement Tool Electronic Repair Kit for Computer, iPhone, Laptop, PC, Cell Phone, PS4, Xbox, Nintendo\", \"asin\": \"B099K2QG9T\", \"price\": \"$38.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"B09PY8WQHJ\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Precision Screwdriver Set, 150 in 1 Electronics Tool Kit with 120 Bits Magnetic Screwdriver Set & 30-bit Tool Set Handy Repair Tool for Computer Phone Watch Camera Laptop, Black\", \"asin\": \"B0DD9VH4BR\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Mako Driver Kit - 64 Precision Bit Set for Electronics Repair\", \"asin\": \"B0189YWOIO\", \"price\": \"$39.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit\", \"asin\": \"B0964G2Y7S\", \"price\": \"$29.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HengTianMei 142 in 1 Precision Screwdriver Set Professional Magnetic Repair Tool Kit for Computer, Laptop, Xbox, Macbook, Game Console (H1128)\", \"asin\": \"B0921NTGDJ\", \"price\": \"$26.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"AXTH 25-in-1 Small Precision Screwdriver Set, Professional Magnetic Mini Repair Tool Kit for Phone, Computer, Watch, Laptop, Macbook, Ring Doorbell, Eyeglass, Electronic, [Bearing Steel] Screw Driver\", \"asin\": \"B0CBTYZY2S\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"iFixit Moray Driver Kit - 32 Precision Bits for Smartphones, Game Consoles & Small Electronics Repair\", \"asin\": \"B08NWKMT8V\", \"price\": \"$19.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"XOOL 200 in 1 Precision Screwdriver Kit, Electronics Repair Tool Magnetic Driver Kit with 164 Bits, Flexible Shaft, Extension Rod for Computer, iPhone, Laptop, PC, PS4, Xbox, Nintendo\", \"asin\": \"B08PP867XR\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Precision Screwdriver Set 124-Piece Electronics Tool Kit with 101 Bits Magnetic Screwdriver Set for Computer, Laptop, Cell Phone, PC, MacBook, iPhone, Nintendo, PS4, PS5, Xbox Repair\", \"asin\": \"B0968DG4QR\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"STREBITO Micro Screwdriver Set 50 in 1 Precision Screwdriver Set, Electronics Tool Kit Screwdriver Kit - Computer, iPhone, Macbook, PS4, PS5, Nintendo, Xbox Controller Repair Kit, S2 Multi Bit Driver\", \"asin\": \"B0BPSRVHZY\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"STREBITO Electric Screwdriver 155 in 1 Mini Electric Screwdriver Set, Max 5 N.m, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Power Screwdriver Cordless Rechargeable, Repair Tool Kit for PC Phone\", \"asin\": \"B0D7SFXP6P\", \"price\": \"$41.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T04:54:46.579Z\", // 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
|
2025-04-05T04:54:46.579Z
|
click_product
|
B01GF0KV6G
|
rule
|
train
| 697 |
2025-04-05T04:54:46.579Z
|
click_product
|
B01GF0KV6G
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "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": "pc build tool"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"promotion_items": [{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit", "asin": "B01GF0KV6G", "price": "$74.95", "quantity": ""},
{"title": "iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit", "asin": "B0964G2Y7S", "price": "$29.95", "quantity": ""},
{"title": "AXTH 25-in-1 Small Precision Screwdriver Set, Professional Magnetic Mini Repair Tool Kit for Phone, Computer, Watch, Laptop, Macbook, Ring Doorbell, Eyeglass, Electronic, [Bearing Steel] Screw Driver", "asin": "B0CBTYZY2S", "price": "$9.99", "quantity": ""},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": ""},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit", "asin": "B01GF0KV6G", "price": "$74.95", "quantity": ""},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": ""},
{"title": "iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit", "asin": "B0964G2Y7S", "price": "$29.95", "quantity": ""},
{"title": "HOTO 28 in 1 Precision Screwdriver Set, Manual Small Screwdriver Magnetic Bits & Box, Mini Screwdriver Repair Kit for Eyeglasses, Electronics, Watches, Phones, Laptops, Cameras Repair Kit", "asin": "B09MR75Z78", "price": "$29.99", "quantity": ""}],
"ads": [{"title": "XOOL 200 in 1 Precision Screwdriver Kit, Electronics Repair Tool Magnetic Driver Kit with 164 Bits, Flexible Shaft, Extension Rod for Computer, iPhone, Laptop, PC, PS4, Xbox, Nintendo", "asin": "B08PP867XR"}],
"search_results": [{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit", "asin": "B01GF0KV6G", "price": "$74.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "SHOWPIN Precision Computer Screwdriver Set: 122 PCS Electronics Repair Tool Kit with 101 Magnetic Bits for Laptop iPhone PC Tablet PS4 Xbox Switch", "asin": "B0822FS7Z6", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch", "asin": "B09PY8WQHJ", "price": "$10.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Precision Screwdriver Set, Unamela 139 in 1 Computer Repair Tool Kit, Magnetic Screwdriver Kit with 120 Bits Compatible for PC Building, Laptop, MacBook, Tablet, iPhone, PS4, Xbox, Game Console", "asin": "B088CZ2ZL5", "price": "$17.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit", "asin": "B0964G2Y7S", "price": "$29.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Precision Screwdriver Set 49 in 1 SHARDEN Small Screwdriver Set Magnetic Repair Tool Kit for Laptop, iPhone, Cell Phone, PC, MacBook, Tablet, Computer, PS5, PS4, Electronic, Glasses, Watch", "asin": "B0CCTNX9GY", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "80 IN 1 Professional Computer Repair Tool Kit, Precision Screwdriver Set with 56 Bits, Magnetic Screwdriver Set for Laptop, PC, MacBook, Tablet, iPhone, PS4, Electronics, Gamer Tech Gifts for Men", "asin": "B074M8NBZQ", "price": "$17.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "STREBITO Precision Screwdriver Set 191-Piece Multi-Bit Screwdriver 1/4 Inch Nut Driver Home Improvement Tool Electronic Repair Kit for Computer, iPhone, Laptop, PC, Cell Phone, PS4, Xbox, Nintendo", "asin": "B099K2QG9T", "price": "$38.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit", "asin": "B01GF0KV6G", "price": "$74.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch", "asin": "B09PY8WQHJ", "price": "$10.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Precision Screwdriver Set, 150 in 1 Electronics Tool Kit with 120 Bits Magnetic Screwdriver Set & 30-bit Tool Set Handy Repair Tool for Computer Phone Watch Camera Laptop, Black", "asin": "B0DD9VH4BR", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "iFixit Mako Driver Kit - 64 Precision Bit Set for Electronics Repair", "asin": "B0189YWOIO", "price": "$39.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit", "asin": "B0964G2Y7S", "price": "$29.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "HengTianMei 142 in 1 Precision Screwdriver Set Professional Magnetic Repair Tool Kit for Computer, Laptop, Xbox, Macbook, Game Console (H1128)", "asin": "B0921NTGDJ", "price": "$26.09", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "AXTH 25-in-1 Small Precision Screwdriver Set, Professional Magnetic Mini Repair Tool Kit for Phone, Computer, Watch, Laptop, Macbook, Ring Doorbell, Eyeglass, Electronic, [Bearing Steel] Screw Driver", "asin": "B0CBTYZY2S", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "iFixit Moray Driver Kit - 32 Precision Bits for Smartphones, Game Consoles & Small Electronics Repair", "asin": "B08NWKMT8V", "price": "$19.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "XOOL 200 in 1 Precision Screwdriver Kit, Electronics Repair Tool Magnetic Driver Kit with 164 Bits, Flexible Shaft, Extension Rod for Computer, iPhone, Laptop, PC, PS4, Xbox, Nintendo", "asin": "B08PP867XR", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "STREBITO Precision Screwdriver Set 124-Piece Electronics Tool Kit with 101 Bits Magnetic Screwdriver Set for Computer, Laptop, Cell Phone, PC, MacBook, iPhone, Nintendo, PS4, PS5, Xbox Repair", "asin": "B0968DG4QR", "price": "$21.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
{"title": "STREBITO Micro Screwdriver Set 50 in 1 Precision Screwdriver Set, Electronics Tool Kit Screwdriver Kit - Computer, iPhone, Macbook, PS4, PS5, Nintendo, Xbox Controller Repair Kit, S2 Multi Bit Driver", "asin": "B0BPSRVHZY", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "STREBITO Electric Screwdriver 155 in 1 Mini Electric Screwdriver Set, Max 5 N.m, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Power Screwdriver Cordless Rechargeable, Repair Tool Kit for PC Phone", "asin": "B0D7SFXP6P", "price": "$41.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T04:54:46.579Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T04:54:46.579Z\",\"action\": \"click_product\",\"acion_argument\": \"B01GF0KV6G\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T04:54:46.579Z\",\"action\": \"click_product\",\"acion_argument\": \"B01GF0KV6G\",}</answer>",
"index": 697,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"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\": \"pc build tool\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"quantity\": \"\"},\n{\"title\": \"iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit\", \"asin\": \"B0964G2Y7S\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"AXTH 25-in-1 Small Precision Screwdriver Set, Professional Magnetic Mini Repair Tool Kit for Phone, Computer, Watch, Laptop, Macbook, Ring Doorbell, Eyeglass, Electronic, [Bearing Steel] Screw Driver\", \"asin\": \"B0CBTYZY2S\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"quantity\": \"\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit\", \"asin\": \"B0964G2Y7S\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"HOTO 28 in 1 Precision Screwdriver Set, Manual Small Screwdriver Magnetic Bits & Box, Mini Screwdriver Repair Kit for Eyeglasses, Electronics, Watches, Phones, Laptops, Cameras Repair Kit\", \"asin\": \"B09MR75Z78\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"XOOL 200 in 1 Precision Screwdriver Kit, Electronics Repair Tool Magnetic Driver Kit with 164 Bits, Flexible Shaft, Extension Rod for Computer, iPhone, Laptop, PC, PS4, Xbox, Nintendo\", \"asin\": \"B08PP867XR\"}],\n\"search_results\": [{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console\", \"asin\": \"B08SGM6F79\", \"price\": \"$27.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SHOWPIN Precision Computer Screwdriver Set: 122 PCS Electronics Repair Tool Kit with 101 Magnetic Bits for Laptop iPhone PC Tablet PS4 Xbox Switch\", \"asin\": \"B0822FS7Z6\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"B09PY8WQHJ\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Precision Screwdriver Set, Unamela 139 in 1 Computer Repair Tool Kit, Magnetic Screwdriver Kit with 120 Bits Compatible for PC Building, Laptop, MacBook, Tablet, iPhone, PS4, Xbox, Game Console\", \"asin\": \"B088CZ2ZL5\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit\", \"asin\": \"B0964G2Y7S\", \"price\": \"$29.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Precision Screwdriver Set 49 in 1 SHARDEN Small Screwdriver Set Magnetic Repair Tool Kit for Laptop, iPhone, Cell Phone, PC, MacBook, Tablet, Computer, PS5, PS4, Electronic, Glasses, Watch\", \"asin\": \"B0CCTNX9GY\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"80 IN 1 Professional Computer Repair Tool Kit, Precision Screwdriver Set with 56 Bits, Magnetic Screwdriver Set for Laptop, PC, MacBook, Tablet, iPhone, PS4, Electronics, Gamer Tech Gifts for Men\", \"asin\": \"B074M8NBZQ\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"STREBITO Precision Screwdriver Set 191-Piece Multi-Bit Screwdriver 1/4 Inch Nut Driver Home Improvement Tool Electronic Repair Kit for Computer, iPhone, Laptop, PC, Cell Phone, PS4, Xbox, Nintendo\", \"asin\": \"B099K2QG9T\", \"price\": \"$38.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\", \"asin\": \"B01GF0KV6G\", \"price\": \"$74.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"JOREST 38Pcs Small Precision Screwdriver Set (S2 Steel), Magnetic Screwdriver Set with Torx T5 T6 T8, Mini Repair Tool Kit for Macbook, Computer, Laptop, iPhone, PS4 PS5, Xbox, Switch, Glasses, Watch\", \"asin\": \"B09PY8WQHJ\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Precision Screwdriver Set, 150 in 1 Electronics Tool Kit with 120 Bits Magnetic Screwdriver Set & 30-bit Tool Set Handy Repair Tool for Computer Phone Watch Camera Laptop, Black\", \"asin\": \"B0DD9VH4BR\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Mako Driver Kit - 64 Precision Bit Set for Electronics Repair\", \"asin\": \"B0189YWOIO\", \"price\": \"$39.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"iFixit Essential Electronics Toolkit - PC, Laptop, Phone Repair Kit\", \"asin\": \"B0964G2Y7S\", \"price\": \"$29.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HengTianMei 142 in 1 Precision Screwdriver Set Professional Magnetic Repair Tool Kit for Computer, Laptop, Xbox, Macbook, Game Console (H1128)\", \"asin\": \"B0921NTGDJ\", \"price\": \"$26.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"AXTH 25-in-1 Small Precision Screwdriver Set, Professional Magnetic Mini Repair Tool Kit for Phone, Computer, Watch, Laptop, Macbook, Ring Doorbell, Eyeglass, Electronic, [Bearing Steel] Screw Driver\", \"asin\": \"B0CBTYZY2S\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"iFixit Moray Driver Kit - 32 Precision Bits for Smartphones, Game Consoles & Small Electronics Repair\", \"asin\": \"B08NWKMT8V\", \"price\": \"$19.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"XOOL 200 in 1 Precision Screwdriver Kit, Electronics Repair Tool Magnetic Driver Kit with 164 Bits, Flexible Shaft, Extension Rod for Computer, iPhone, Laptop, PC, PS4, Xbox, Nintendo\", \"asin\": \"B08PP867XR\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"STREBITO Precision Screwdriver Set 124-Piece Electronics Tool Kit with 101 Bits Magnetic Screwdriver Set for Computer, Laptop, Cell Phone, PC, MacBook, iPhone, Nintendo, PS4, PS5, Xbox Repair\", \"asin\": \"B0968DG4QR\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 6\"},\n{\"title\": \"STREBITO Micro Screwdriver Set 50 in 1 Precision Screwdriver Set, Electronics Tool Kit Screwdriver Kit - Computer, iPhone, Macbook, PS4, PS5, Nintendo, Xbox Controller Repair Kit, S2 Multi Bit Driver\", \"asin\": \"B0BPSRVHZY\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"STREBITO Electric Screwdriver 155 in 1 Mini Electric Screwdriver Set, Max 5 N.m, 140 S2 Magnetic Bits, 3 Torque Settings, 650mAh Power Screwdriver Cordless Rechargeable, Repair Tool Kit for PC Phone\", \"asin\": \"B0D7SFXP6P\", \"price\": \"$41.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T04:54:46.579Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pc build tool\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B01GF0KV6G\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\"},\n{\"price\": \"$74.95\"},\n{\"bullet_list\": \"The original electronics toolkit: Designed for computer, smartphone, tablet, and gaming repair, backed by thousands of free instructions. Intentional selection: All the tools you need. A 64 precision bit driver set, tweezers, flex extension, opening tools, and anti-static wristband. Secure design: Magnetic case and foam insert ensure secure storage and transportation. Additionally, the inside of the lid serves as a sorting/organization tray. Lifetime Warranty: We'll replace anything that breaks, as long as you own it. Revenue helps support Right to Repair advocacy.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T04:56:48.033Z\", // 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
|
2025-04-05T04:56:48.033Z
|
click
|
other
|
rule
|
train
| 698 |
2025-04-05T04:56:48.033Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pc build tool"}],
"cart_items": [{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"},
{"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
"product_details": [{"asin": "B01GF0KV6G"},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit"},
{"price": "$74.95"},
{"bullet_list": "The original electronics toolkit: Designed for computer, smartphone, tablet, and gaming repair, backed by thousands of free instructions. Intentional selection: All the tools you need. A 64 precision bit driver set, tweezers, flex extension, opening tools, and anti-static wristband. Secure design: Magnetic case and foam insert ensure secure storage and transportation. Additionally, the inside of the lid serves as a sorting/organization tray. Lifetime Warranty: We'll replace anything that breaks, as long as you own it. Revenue helps support Right to Repair advocacy."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Blue"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T04:56:48.033Z", // 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>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T04:56:48.033Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T04:56:48.033Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 698,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pc build tool\"}],\n\"cart_items\": [{\"title\": \"Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)\", \"asin\": \"B09J91SVLF\", \"price\": \"$106.95\"},\n{\"title\": \"CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \\u2013 ATX 3.0 Compliant \\u2013 PCIe 5.0 Ready \\u2013 SFX-to-ATX Bracket Included \\u2013 Black\", \"asin\": \"B0D45RN3KZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)\", \"asin\": \"B0DD2LKVMD\", \"price\": \"$149.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B01GF0KV6G\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\"},\n{\"price\": \"$74.95\"},\n{\"bullet_list\": \"The original electronics toolkit: Designed for computer, smartphone, tablet, and gaming repair, backed by thousands of free instructions. Intentional selection: All the tools you need. A 64 precision bit driver set, tweezers, flex extension, opening tools, and anti-static wristband. Secure design: Magnetic case and foam insert ensure secure storage and transportation. Additionally, the inside of the lid serves as a sorting/organization tray. Lifetime Warranty: We'll replace anything that breaks, as long as you own it. Revenue helps support Right to Repair advocacy.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T04:56:48.033Z\", // 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",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"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\": \"pc+build+tool\"}],\n\"product_details\": [{\"asin\": \"B01GF0KV6G\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\"},\n{\"price\": \"$74.95\"},\n{\"bullet_list\": \"The original electronics toolkit: Designed for computer, smartphone, tablet, and gaming repair, backed by thousands of free instructions. Intentional selection: All the tools you need. A 64 precision bit driver set, tweezers, flex extension, opening tools, and anti-static wristband. Secure design: Magnetic case and foam insert ensure secure storage and transportation. Additionally, the inside of the lid serves as a sorting/organization tray. Lifetime Warranty: We'll replace anything that breaks, as long as you own it. Revenue helps support Right to Repair advocacy.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:07:00.983Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T05:07:00.983Z
|
click
|
search
|
rule
|
train
| 699 |
2025-04-05T05:07:00.983Z
|
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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
{"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
{"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
{"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
{"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
{"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
{"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
{"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
{"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
{"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
{"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
{"timestamp": "2025-04-05T04:56:48.033Z", "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": "pc+build+tool"}],
"product_details": [{"asin": "B01GF0KV6G"},
{"title": "iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit"},
{"price": "$74.95"},
{"bullet_list": "The original electronics toolkit: Designed for computer, smartphone, tablet, and gaming repair, backed by thousands of free instructions. Intentional selection: All the tools you need. A 64 precision bit driver set, tweezers, flex extension, opening tools, and anti-static wristband. Secure design: Magnetic case and foam insert ensure secure storage and transportation. Additionally, the inside of the lid serves as a sorting/organization tray. Lifetime Warranty: We'll replace anything that breaks, as long as you own it. Revenue helps support Right to Repair advocacy."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Blue"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T05:07:00.983Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T05:07:00.983Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T05:07:00.983Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 699,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n{\"timestamp\": \"2025-04-03T00:20:31.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:20:49.411Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:21:11.685Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:22:04.407Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-03T00:25:06.861Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:26:28.000Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:26:45.981Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-03T00:27:06.753Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5LK9L62\"}\n{\"timestamp\": \"2025-04-05T02:16:05.841Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:16:31.195Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-05T02:16:50.730Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:17:36.977Z\", \"action\": \"input\", \"action_argument\": \"sfx \"}\n{\"timestamp\": \"2025-04-05T02:17:37.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T02:17:56.957Z\", \"action\": \"click_product\", \"action_argument\": \"B0D45PQ8C4\"}\n{\"timestamp\": \"2025-04-05T02:18:06.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:19:24.135Z\", \"action\": \"purchase\", \"action_argument\": \"B0D45RN3KZ\"}\n{\"timestamp\": \"2025-04-05T02:19:35.503Z\", \"action\": \"click_product\", \"action_argument\": \"B07C5VG64V\"}\n{\"timestamp\": \"2025-04-05T02:19:51.901Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:20:01.376Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:03.189Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:20:57.947Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:21:18.459Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:21:19.412Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-05T02:22:42.161Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-05T02:23:00.955Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:23:08.335Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T02:24:47.508Z\", \"action\": \"purchase\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:24:53.617Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-05T02:25:12.725Z\", \"action\": \"click_product\", \"action_argument\": \"B09J91SVLF\"}\n{\"timestamp\": \"2025-04-05T02:27:14.797Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.894Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:30.990Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T02:27:32.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:34.125Z\", \"action\": \"input\", \"action_argument\": \"NZXT Kraken Elite 360\\u200b\\u200b AIO\"}\n{\"timestamp\": \"2025-04-05T02:27:34.246Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T02:27:56.130Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9GWDTHZ\"}\n{\"timestamp\": \"2025-04-05T02:28:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:29.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:47.512Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:52.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:28:58.199Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T02:29:00.743Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T04:44:00.765Z\", \"action\": \"input\", \"action_argument\": \"pc build tool\"}\n{\"timestamp\": \"2025-04-05T04:44:00.907Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-05T04:54:46.579Z\", \"action\": \"click_product\", \"action_argument\": \"B01GF0KV6G\"}\n{\"timestamp\": \"2025-04-05T04:56:48.033Z\", \"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\": \"pc+build+tool\"}],\n\"product_details\": [{\"asin\": \"B01GF0KV6G\"},\n{\"title\": \"iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit\"},\n{\"price\": \"$74.95\"},\n{\"bullet_list\": \"The original electronics toolkit: Designed for computer, smartphone, tablet, and gaming repair, backed by thousands of free instructions. Intentional selection: All the tools you need. A 64 precision bit driver set, tweezers, flex extension, opening tools, and anti-static wristband. Secure design: Magnetic case and foam insert ensure secure storage and transportation. Additionally, the inside of the lid serves as a sorting/organization tray. Lifetime Warranty: We'll replace anything that breaks, as long as you own it. Revenue helps support Right to Repair advocacy.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T05:07:00.983Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
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